{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:46.334404Z",
     "start_time": "2022-06-30T02:59:45.053063Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "# 引入库\n",
    "from typing import Dict, List\n",
    "\n",
    "import empyrical as ep\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from data_service import get_index_daily, get_sales_depart_billboard\n",
    "from scr import HMA, calc_netbuy, get_exchange_set\n",
    "from scr.bt_func import analysis_rets, analysis_trade, get_backtesting, netbuy_cross\n",
    "from scr.plotting import plot_distribution, plot_indicator, plot_qunatile_signal\n",
    "from scr.tushare_api import TuShare\n",
    "\n",
    "my_ts = TuShare()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据获取\n",
    "billboard_df: pd.DataFrame = get_sales_depart_billboard(\n",
    "    '2013-01-01', '2022-07-11')\n",
    "\n",
    "# 数据储存\n",
    "billboard_df.to_csv('../data/billboard.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:50.897654Z",
     "start_time": "2022-06-30T02:59:48.033853Z"
    }
   },
   "outputs": [],
   "source": [
    "# 读取本地文件\n",
    "billboard_df: pd.DataFrame = pd.read_csv('../data/billboard.csv',\n",
    "                                         encoding='utf-8',\n",
    "                                         index_col=[0],\n",
    "                                         parse_dates=['trade_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:52.108406Z",
     "start_time": "2022-06-30T02:59:50.898536Z"
    }
   },
   "outputs": [],
   "source": [
    "# 获取沪深300数据\n",
    "hs300: pd.DataFrame = get_index_daily(code='000300.SH',\n",
    "                                      start_date='20130101',\n",
    "                                      end_date='20220711')\n",
    "hs300.set_index('trade_date', inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:52.124358Z",
     "start_time": "2022-06-30T02:59:52.109398Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-04</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2524.409</td>\n",
       "      <td>2551.814</td>\n",
       "      <td>2558.529</td>\n",
       "      <td>2498.892</td>\n",
       "      <td>2522.952</td>\n",
       "      <td>1.457</td>\n",
       "      <td>0.0577</td>\n",
       "      <td>97988182.0</td>\n",
       "      <td>9.557925e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-07</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2535.985</td>\n",
       "      <td>2518.047</td>\n",
       "      <td>2545.969</td>\n",
       "      <td>2511.603</td>\n",
       "      <td>2524.409</td>\n",
       "      <td>11.576</td>\n",
       "      <td>0.4586</td>\n",
       "      <td>75167993.0</td>\n",
       "      <td>7.316751e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-08</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2525.330</td>\n",
       "      <td>2534.647</td>\n",
       "      <td>2540.513</td>\n",
       "      <td>2502.490</td>\n",
       "      <td>2535.985</td>\n",
       "      <td>-10.655</td>\n",
       "      <td>-0.4202</td>\n",
       "      <td>71837100.0</td>\n",
       "      <td>7.649806e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-09</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2526.126</td>\n",
       "      <td>2518.104</td>\n",
       "      <td>2534.239</td>\n",
       "      <td>2504.299</td>\n",
       "      <td>2525.330</td>\n",
       "      <td>0.796</td>\n",
       "      <td>0.0315</td>\n",
       "      <td>70231170.0</td>\n",
       "      <td>7.423360e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-10</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2530.569</td>\n",
       "      <td>2525.590</td>\n",
       "      <td>2553.352</td>\n",
       "      <td>2513.729</td>\n",
       "      <td>2526.126</td>\n",
       "      <td>4.443</td>\n",
       "      <td>0.1759</td>\n",
       "      <td>71085862.0</td>\n",
       "      <td>7.115905e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 code     close      open      high       low  pre_close  \\\n",
       "trade_date                                                                 \n",
       "2013-01-04  000300.SH  2524.409  2551.814  2558.529  2498.892   2522.952   \n",
       "2013-01-07  000300.SH  2535.985  2518.047  2545.969  2511.603   2524.409   \n",
       "2013-01-08  000300.SH  2525.330  2534.647  2540.513  2502.490   2535.985   \n",
       "2013-01-09  000300.SH  2526.126  2518.104  2534.239  2504.299   2525.330   \n",
       "2013-01-10  000300.SH  2530.569  2525.590  2553.352  2513.729   2526.126   \n",
       "\n",
       "            change  pct_chg         vol        amount  \n",
       "trade_date                                             \n",
       "2013-01-04   1.457   0.0577  97988182.0  9.557925e+07  \n",
       "2013-01-07  11.576   0.4586  75167993.0  7.316751e+07  \n",
       "2013-01-08 -10.655  -0.4202  71837100.0  7.649806e+07  \n",
       "2013-01-09   0.796   0.0315  70231170.0  7.423360e+07  \n",
       "2013-01-10   4.443   0.1759  71085862.0  7.115905e+07  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据结构\n",
    "hs300.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:52.140316Z",
     "start_time": "2022-06-30T02:59:52.125355Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>code</th>\n",
       "      <th>exalter</th>\n",
       "      <th>buy</th>\n",
       "      <th>buy_rate</th>\n",
       "      <th>sell</th>\n",
       "      <th>sell_rate</th>\n",
       "      <th>net_buy</th>\n",
       "      <th>side</th>\n",
       "      <th>reason</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>000043.SZ</td>\n",
       "      <td>中国国际金融有限公司上海淮海中路证券营业部</td>\n",
       "      <td>16970815.06</td>\n",
       "      <td>1.19</td>\n",
       "      <td>16377628.0</td>\n",
       "      <td>1.24</td>\n",
       "      <td>-593187.06</td>\n",
       "      <td>0</td>\n",
       "      <td>连续三个交易日内，涨幅偏离值累计达20%的证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>300262.SZ</td>\n",
       "      <td>光大证券股份有限公司深圳金田路证券营业部</td>\n",
       "      <td>17202495.10</td>\n",
       "      <td>2.03</td>\n",
       "      <td>5832845.6</td>\n",
       "      <td>5.98</td>\n",
       "      <td>-11369649.50</td>\n",
       "      <td>1</td>\n",
       "      <td>换手率达20%的证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>300262.SZ</td>\n",
       "      <td>光大证券股份有限公司深圳金田路证券营业部</td>\n",
       "      <td>17202495.10</td>\n",
       "      <td>2.03</td>\n",
       "      <td>5832845.6</td>\n",
       "      <td>5.98</td>\n",
       "      <td>-11369649.50</td>\n",
       "      <td>0</td>\n",
       "      <td>换手率达20%的证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>300262.SZ</td>\n",
       "      <td>中国银河证券股份有限公司厦门美湖路证券营业部</td>\n",
       "      <td>7913689.96</td>\n",
       "      <td>0.01</td>\n",
       "      <td>26770.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>-7886919.96</td>\n",
       "      <td>1</td>\n",
       "      <td>换手率达20%的证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>300262.SZ</td>\n",
       "      <td>中信证券股份有限公司上海淮海中路证券营业部</td>\n",
       "      <td>4772872.77</td>\n",
       "      <td>1.53</td>\n",
       "      <td>4398000.0</td>\n",
       "      <td>1.66</td>\n",
       "      <td>-374872.77</td>\n",
       "      <td>0</td>\n",
       "      <td>换手率达20%的证券</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    trade_date       code                 exalter          buy  buy_rate  \\\n",
       "0   2013-01-04  000043.SZ   中国国际金融有限公司上海淮海中路证券营业部  16970815.06      1.19   \n",
       "264 2013-01-04  300262.SZ    光大证券股份有限公司深圳金田路证券营业部  17202495.10      2.03   \n",
       "263 2013-01-04  300262.SZ    光大证券股份有限公司深圳金田路证券营业部  17202495.10      2.03   \n",
       "262 2013-01-04  300262.SZ  中国银河证券股份有限公司厦门美湖路证券营业部   7913689.96      0.01   \n",
       "261 2013-01-04  300262.SZ   中信证券股份有限公司上海淮海中路证券营业部   4772872.77      1.53   \n",
       "\n",
       "           sell  sell_rate      net_buy  side                   reason  \n",
       "0    16377628.0       1.24   -593187.06     0  连续三个交易日内，涨幅偏离值累计达20%的证券  \n",
       "264   5832845.6       5.98 -11369649.50     1               换手率达20%的证券  \n",
       "263   5832845.6       5.98 -11369649.50     0               换手率达20%的证券  \n",
       "262     26770.0       2.75  -7886919.96     1               换手率达20%的证券  \n",
       "261   4398000.0       1.66   -374872.77     0               换手率达20%的证券  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据结构\n",
    "billboard_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 信号构造\n",
    "\n",
    "1. 取得2013年1月4日至2022年2月22日之间沪深两市龙虎榜的数据,选取其中上榜席位为机构席位的信息,并计算当日所有单个席位净流入金额(单个席位买入金额-单个席位卖出金额)的总和,记为全市场机构席位绝对净流入额**IS_NetBuy**;\n",
    "2. 为了使不同交易日之间的IS_NetBuy可比,在本文对IS_NetBuy做了两市成交额中性化处理即**IS_NetBuy/沪深300指数当日成交金额**，得到全市场机构席位净流入强度**IS_NetBuy_S**,即相对净流入;\n",
    "3. IS_NetBuy_S就是我们需要分析的择时因子,我们希望能得到可能存在的非线性关系,我们进而绘制出IS_NetBuy_S的期望收益分布图，即计算每日IS_NetBuy_S数据对应的后10日沪深300指数涨跌幅情况,对所得结果按照 **IS_NetBuy_S**从小到大进行排序"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 席位分析期望收益分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:54.622763Z",
     "start_time": "2022-06-30T02:59:52.142311Z"
    }
   },
   "outputs": [],
   "source": [
    "# 席位划分\n",
    "exchange_set: Dict = get_exchange_set(billboard_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到**机构席位**(图二):当相对净流入指标处于极值两端的时候,市场的未来期望收益率更高,即龙虎榜机构席位出现较大净流出或净流入后,后10日的沪深300指数对应为表现较好，而龙虎榜机构席位的净流入或净流出绝对值较低时，后10日的沪深300指数对应为表现较差。统计结果印证了机构龙虎榜影响下的有限注意力规律，即当机构席 位出现极端行为时很多的决策注意力被吸引而来，出现了较为明显的非线性交易规律， 整体的收益分布呈现出明显的V字型，即正收益来自于两端，负收益来自于中间。如果 择时因子与宽基未来收益显著正相关，且相关系数是 1，那么期望收益分布图则是一个 单调递增的形状。因此，期望收益分布图简单明了的表示择时因子与未来收益的非线性关系，而 IS_NetBuy_S 指标的期望收益分布图就是呈现出V型的非线性关系。"
   ]
  },
  {
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   "execution_count": 10,
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     "end_time": "2022-06-30T02:59:59.733936Z",
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    {
     "data": {
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RwGeeqXCjc527B3gCWAO8AzwGPGutfdgY0xF4Bvi9kNeyB7gOd2N1NrAdWOJ90hhTGddX6W/A/dba13Od28/TL+BRXK+lnp4eThOBccACY0xVz7/Hbs859XA3WV2ALM81mgDTgRbAx55k2HG4T/Ms0BwY7q2UEhEREfGDgN3PAfPR/ZBIqSixJCJlmrV2KbDUGHOj5/tpHPvTqw4AxpgHgTRr7bPFuMx8a+3FnlLr/3j2VcFVCO3HTZHzuhs4H9jv+b4a0MEY0w+XjKoBdAfexZVwVzbGnAk0BTZZa1d7blgewvUXmJFr7ExcL6UtwK3GmFsLiHUdnk/WrLV7jDEneqbHveJpfLnJ+5qNMV8Cv1prJ3q+7whMBZ4F7rHWdvLsXw2cbq09YIx5nQL6FoiIiIj4KtD3c7ofEikdJZZEpFzxlDq/B/ySa3d9YKa19s5c+wYCtYwx1+UbYra19i7PWInACKCCMSYJlxiqZYwZ5xmzA65P0mLvydbacbhPxLzx3AAcZ619sIBw43GryF1Grul01toFxphmQGtchZJ3fxYw1rMKSkdckuttXB+CM3Grz/1grT2Q65zcNz1n45qKezUFNub6fhdwr7V2sjHmngLizRn2GM+JiIiIlIo/7+dA90MipaXEkoiUN4eBOdbay707jDEXA91yH2St7Zz/RGPM3bgeSN5jJhpjlgBXW2tvM8bciyunPgQMtNbu95yXe4wTgA9w5dlZQCNcVVIfXNl1DeBOa+1s3FS5d6y1WcaYz3ON0RxXzXQAV/GU/xOxY93IFPicMeYiIMpauzDX7iYcWVkFa20KkOL5NnffKO8Y0UAMnhXpRERERALEb/dz+Z7T/ZCID5RYEpHyIhqXuLG4fkOLcz1XB/iooJM8jSDBze3vC7yW67lGwCuAdxnbD4DJQCrwZq5hKniui7X2V+CUXGMUWrHkqUDKOdRz/Lm4PgD/xiWnFhpjHgM+8CaySspzE/UirncTxphawMnAAWvtwUJOq5zrcUXcv88KXD+CFb7EISIiIlIEv9/P5TpG90MiPlJiSUTKi7q4m5FKuDLp/J9wnVXIeW2AZCAN+BHXqNGrMfCQtfZHAGvtH8aY24HncE0j8SxPWwXYaoyJw93w7OFI5VA9INpTseRVHbjDWpuUa180MAyXxLrOWjvHM34K8C9gnTHmbFxz73rAz7gbrPNxN2CVgcFAQ2PMOuB9a+0YY8yzQB/gQmvtT55r3QRcjVtitzCxuR5Xwv09aWutPXyMc0RERERKIxD3c+h+SKR0jLWa+ikicizGmKh81UNFHV/Je0NhjKkO7LN++mVrjInO1wegtOPVxH0SpxsgERERKbOOdT+n+yGR0jlqTqi/GWMaGWPmF3HMK8aYBcaYsYGOR0SkpEqSVPIcfzjX4wx/JZU84/l1hRFr7R7dRImIHKF7V5Gy6Vj3c7ofEimdgCaWjDF1gTdw0zoKO2YQrkFad+B4z1QREREREZGg0r2riIhIyQW6YikLt0z27mMckwBM8TyeiVsSW0REREQk2HTvKiIiUkIBbd5trd0NeZfaLkB1jizfuBM4Lf8BxphEINHzuHPVqlX9G6iIiIiIhNy+ffustTbgrRoKE4h71+rVq3c+4YQT/BtoKaWkpNCyZctQhyEiImHmp59+8unvcDisCrcX8GaKmlJATNbaibjltalevbrNyMgIXnQiIiIiEhTGmP2hjqEYct+71qCAGQC5713j4+Pt4sWL8x8SUvHx8YRbTCIiEnq+/h326RMhY0xtY8wMY8xMY8zHxpjoAo6paIz50xiTBHQyxpzi2Z+/2WFd4APPykkXAmt9iUlEREREJAh+4sj0t45ASuhCERERCT1fS42vBJ621vYDtgLnFXBMB+A9a20CsMxau9IYcxsQn6/ZoXe1pNeALsB0H2MSEREREfEbY0x7Y8wj+XZPA4YbY54GhqJ7VxERKed8SixZa1+01n7t+bYB8FcBh3UDBhhjFgFrjDEVgTbAGM/z3maHmcB/cVPgelprd+UfyBiTaIxZbIxZnJmZ6UvIIiIiIiLF4vlgFGvtL9basfme241r4L0QOKege1cREZHypFTNEY0x3YG61tqFBTz9I9DHWtsVqAScz9HNDhvhEky9gVnAy8aYc/IPZK2daK2Nt9bGV6wYDm2hRERERKS8stamWWunWGu3hjoWERGRUPM5S2OMqQc8B1xayCErrLUHPY8XA3EU0OzQWjvZGLMeOB5XSnwpMNfXuEREREREREREJDh8bd4dDXwAjLHWri/ksLeMMR2NMVHAxcByCm92GAesAQ76GpOIiIiIiIiIiASXrxVLI4DTgPuMMffhKowq5ZuD/jDwLmCAT621s4wxtYD5xphYoD/QzbNvK/ALMMFznoiIiIiIiIiIhDmfEkvW2peAl4o45mfcynC59+02xiQAfYEnczU79DYC7+RLPCIiIiIiIiIiEnxB74RtrU0DpgT7uiIiIiIiIiIi4l9aYk1EREREIoIx5hWgPTDdWvtISY4xxjQCvrTWnhqUYMuoli1bsn59YS1WRYqnRYsWpKSkhDoMEfETJZZEREREJOwZYwYBUdba7saYV40xcdbaP0pwzL85sjqx+Gj9+vVYa0MdhkQ4Y0yoQxARP9IKbCIihdm3D9auDXUUIiLlSUVjzOJcX4m5nkvgSDuFmRxZaZiijjHG9AIycAvGiIiIiB+pYklEpDBPPgn/+Q+kpYE+WQuplqOnF/pcyuMXBDESEQmwTGttfCHPVQc2eR7vxK1QXOQxxphoYBxwCTDNf6GKiIgIqGJJRKRwS5bArl3uS0REQm0vR6ay1aDg+9iCjhkNvGitTQ90gCIiIuWREksiIoVJTnbbHTtCG4eIiAD8xJHpbx2BlGIe0we4xRiTBHQyxkwKaJR+tGvXLvr370+/fv245JJLOHToECNGjKB79+488siR3uUF7RMREQkWJZZERApy4MCR/kpKLImIhINpwHBjzNPAUGCVMSZ/JiX/MdOttWdZaxOstQnAMmvtDUGMuVTeeecd7rzzTmbOnEnjxo15//33ycrKYsGCBaxdu5Y//viDqVOnHrUv3Dz44IMYY7jvvvty9nXv3h1jDElJSaELLJeDBw9y8803U69ePdq2bcuMGTP8en5xx3/ttddISEjw9WWIiISEeiyJiBTkjz8gO9s9VmJJRCTkrLW7jTEJQF/gSWvtVmB5Ecfsyvd8QjBi9Zebb7455/G2bdt4++23uf322wHo168f3377LUuXLmXo0KF59sXFxR011sSJE5k4cWLOWKHw888/5zz+5ZdfQhJDYW677TamTJnC888/z65duxg8eDBLliyhXbt2fjm/OOP/8MMP3HLLLXTt2jUgr1FEJFCUWBIRKcivvx55rMSSiEhYsNamcWTVN5+PiTQLFiwgLS2Nli1b0rRpUwDq1avHkiVLyMjIOGpfQRITE0lMdIvsxccX1h89sLyJpfXr17N79+6QxFCQjRs3MmnSJN58802uvPJKAJYsWcJTTz2Vk4wrzfnFGX/u3LlcfPHFxU5kiYiEE02FExEpiLe/EiixJCIiIbNz507+9re/8eqrr1KjRg32798PwN69e8nOzi5wXzjq3Lkz69evJyMjg59//pkuXbqEOqQc33zzDVFRUQwaNChn34ABA5g9e7Zfzi/O+PPmzePNN9/koosuKu3LEREJOiWWREQKkpwMLVqAMbB9e6ijERGRcujQoUMMGTKE8ePH06JFCzp37sy3334LwPLly2nZsmWB+8JRjRo1OO644/jll1/4+eefOemkk/I8v2fPHm688Ubq1q1L48aNufPOOzl06FDO85s2beLiiy+mdu3aNG7cmDvuuCMniZaSkoIxhmXLljF48GBq1KjBCSecwIIFC4oV2+bNmzn++OOpWrVqzr5mzZqxfv16srKySn1+ccYfN26ckkoiErE0FU5EpCDJyXDSSbBnjyqWREQkJF555RWWLFnCo48+yqOPPsp1113HW2+9xebNm5kxYwYLFy7EGEPPnj3z7AtX7du35+eff+bnn3+mY8eOeZ678cYbWbp0KW+99Rb79+/n5ptvJjo6mscffxyAK6+8kh07djB16lTS09NJTEykY8eOXHvttTljDB8+nISEBKZNm8Y//vEPbr75ZpYuXVpkXAcOHKBOnTp59lWtWpWsrCzS09OJiYkp1fnFGb9CBX3eLyKRS7/BRETyy8qC336DE0+EmBgllkREJCRGjRpFWloaSUlJJCUlcc0115CUlES3bt2YO3cutWvXplatWkftC1cnnXRSTmKpffv2OfvXrl3L5MmTmThxIgMGDGDIkCHceuutvPPOOwBYa7niiit4//336d27NxdddBEdO3bkhx9+yDP+iSeeyHPPPUefPn2499578zQLP5bKlSsTFRWVZ190dDRAzjTD0pxf2vFFRMKdKpZERPJbvx4OHIATToDvv1diSUREwkbdunVzVoE71r5wdNJJJ/H222/z66+/5pkKt2rVKgASEhKOOufQoUNER0czdOhQXn31Ve655x4WLlxIWloazZs3z3Ostzk5QExMDJmZmcWKq2HDhmzevDnPvrS0NACqVatW6vNLO76ISLhTYklEJD/vinDeiqWNG0Mbj4iISBnQvn17Zs+eTY0aNfIkhay1AHz33XdHJVoqVqzInj17OO2002jYsCFXXHEF48aN46WXXjpq/FatWvkUV9euXfnzzz/ZvHkzsbGxACxdupQqVapQt27dUp9f2vFFRMKdpsKJiOTnXRFOU+FERET8pn379hhjOPHEEzHG5Oz3Vi9lZ2fTqVMnOnXqxP79+3n66afJzMxk9uzZrFu3jhkzZnDbbbfRrVs3Vq9efdT4+aeblSSu1q1b88wzzwCQmZnJyy+/TK9evfLE6ev5pR1fRCTcqWJJRCS/5GRo2BDq1VNiSURExE+8lUr5V4Rr3bo1l112GSNGjGD8+PFUrVqVu+++m5YtWxIdHZ3TPPu1117jlFNO4YUXXuD777/3uUKpII888gjDhg3j999/Z8uWLSxZsoT58+fnPP/bb79RuXLlQlfdK+r8op4XEYlkqlgSEckvOdlVK4FLLO3bB2quKVL2ZWfD//4Hnt4nIuJ/J510Up7G3V4vv/wyPXv2ZMSIEVx55ZXEx8fz1ltvAdCzZ0/uu+8+HnvsMYYPH07dunUZOXIkP/zwA1lZWX6Ja+jQoXz22Wekp6dTrVo1Zs6cSY8ePXKeHzlyJA8++KDP5xf1vIhIJDPeOc2Ronr16jYjIyPUYYhIWWWtSyZddhm89BJMmAA33QQbNsBxx4U6unKr5ejphT6X8vgFQYxEyrQlS6BzZ/f///vvhzqacskYs89aWz3UcfhTfHy8Xbx4cajDyCM+Ph5fYzLGEGnvHyT86OdIJDz5+ndYFUsiIrn99ZerVjjhBPe9p/xe0+FEyoE1a9x28mT47LPQxiIiIiISIZRYEhHJLfeKcAD167utEksiZZ83sdSuHdx8M+zeHdp4RERERCKAEksiIrnlXhEOVLEkUp6sXQsNGsAbb8CmTXDvvaGOSERERCTsKbEkIpJbcjLUqHGkn5ISSyLlx9q10Lo1nH463HYbvPgifPddqKMSKRO2b9/OFVdcQd26dWnYsCHjxo0r1XgPPvggCQkJ/gkOSEtLY9iwYdSuXZtOnTrx448/+vX84o6/bds26taty8SJE31+LSIiwVYx1AGIiISV5GTXX8kY970SSyLlx9q10L27e/zII/Dxx3DjjbB0KVSuHNrYRCLcZZddRlZWFh999BHLly/n73//OyeffDKXXXZZzjHTpk0D4OKLLw56fJdffjnJycm88cYbLF++nP79+/Pbb78R470PKOX5xR3/nnvuoVmzZowYMcLvr1FEJFCUWBKRAhW2CleZX4ErORnOOefI95UrQ/XqsH176GKS0lmzBqZNcz1zqlYNdTQSrg4fhj//hCuvdN/XqAH/+x+cfz6MHw/HWGZcRI4tJSWFOXPmsGTJEk499VR69erF/PnzefPNN8MisfT9998zc+ZMvv32W8444wwuvvhi5s+fz4QJE7i3GFNiizq/uOMvWLCAN954g6+//pqoqKhAvmQREb/SVDgREa89e2DjxiMrwnnFxKhiKZJNmAB33w1nnOEqUkQKsmEDZGXB8ccf2de/v0s0PfYYrFoVuthEItzOnTsBNx3O68knn+Thhx8OVUh5zJ07l6ZNm3LGGWfk7BswYACzZ8/2y/nFGT8rK4tbbrmFAQMG0Lt379K+JBGRoFJiSUTE67ff3NbbuNtLiaXItnUr1KwJ69ZB587w+eehjkjCkXdFuNyJJYBnnoFateCGG1ziSURK7KSTTqJZs2Zce+21TJ06FWstbdq0oXPnzgAkJCRgjOGNN97gjTfewBiDMYakpKScMb777js6duxIlSpV6N+/f06yyh82b97MySefnGdfs2bNWOP9vVDK84sz/ssvv8zSpUuJioriyiuv5D//+Q+ZmZm+vBwRkaBTYklExCv/inBe9esrsRTJUlPdf9MlS1zSYOBAuO8+JQkkL281W+vWefc3aAD/+Q8sXAgvvRT0sETKgsqVK/PZZ59RuXJlLr30UuLj41mwYEHO8xMmTODHH39kwIABDBgwgB9//JEff/wxJ/G0a9cuBg4cSIsWLfj8889p06YNL/nx/8cDBw5Qp06dPPuqVq3KjmL+7S/q/OI8/9BDDwGwadMm1q1bxx133MGAAQOw1pb8BYmIBJkSSyIiXsnJULHi0W8sVbEU2VJToVEjaNXKrfB1441ualO/fvDXX6GOTsLF2rUQHQ2xsUc/d+WVcO65MGaM68MkIiXWsWNHfv31V1588UU2b95MQkIC06e7fo7t2rUjPj6emJgYYmJiiI+PJz4+npo1awLwzjvvcPDgQd555x369OnDc889xymnnOK32CpXrnxUT6Po6Gj279/vl/OLev6zzz5j69atPProoyxatIjvv/+et99+m6+++oqvvvrK15clIhI0SiyJiHglJ0NcHFSqlHe/EkuRzZtYAqhSBSZOhFdfhe+/h1NP1XLy4qxd65KPFQq4NTLGNfLOzoZRo0AVBCI+iY6OZtSoUaxcuZITTzyRkSNHFuu8P/74gxNOOCEn0QRw1lln+S2uhg0bsnnz5jz70tLSqFatml/OL+r5P/74g4oVK/K3v/0t5/krrriCatWqsXz58hK/HhGRYFNiSUTEKzn56Glw4BJL6emgXgeRJysLtm07kljyuu46WLDArRKXkADPPqtkQXm3du3R/ZVya9kSHn0UvvgCJk8OWlgiZcHLL7/Meeedl/N9/fr1GTduHJs2bcrT0Lsw2dnZVMiX9PXnqmldu3ZlyZIlHDx4MGff0qVLiS2ogtGH84t6vkaNGtSvXz9P4swYQ3R0NNHR0aV6bSIiwaDEkogIwKFDsHr10SvCgUssWQtpacGPS0pnxw6XXMqfWALo1AkWL4YLLoDbb4fLL3crA0r5Y61r3n2sxBLA3/4GXbrAbbepilGkBKpUqcLs2bNJT0/P2bdjxw6qVq1KTExMnuMKmn7WunVrfvvtN/bt25ez7zs/Vpv27t0bay2TJk0CICMjgzfffLPYq7MVdX5Rz3fp0oW//vqLrVu35oz5888/k56eTpcuXfz2OkVEAkWJJRERcEmlrKzCK5ZAbyQjUWqq2xaUWAKoUwc+/hieeAI+/NAlDbSsfPmTlga7dhWdWIqKgkmT3PF33RWc2ETKgIEDB1K3bl0GDx7MrFmzePfdd3nggQdITEzEGJNzXJcuXZgzZw5fffUVc+bM4ZVXXgHctDCAq6++mtmzZ3PXXXexaNGiPNdYuXLlUdPNiqty5cqMGzeOO+64g8svv5wuXbqQlpbGnXfeWazxizq/qOe7d+9Ot27duPjii5kxYwZTp05lyJAhdOvWjTPPPNOn1yQiEkxKLImIAPz6q9sqsVS2FJVYAtc/5557YPZsN+Wxa1d4992ghCdhorAV4QrSoQP84x/wxhvw9deBjUukjKhTpw6zZs0iOzubQYMGMWbMGK6++mqeeOKJPMdde+21DB06lGHDhnHBBRewePFiwE2d++qrr1i/fj0DBgxgyZIlJCYm5jl34MCBTJw40ecY//73vzNp0iTWr19P8+bN+fbbb2md63dCUeMXdX5Rz3/++ed06NCB6667jmuuuYY2bdowdepUn1+PiEgwmUhbwrJ69eo2IyMj1GGIlHktR08vcH/K4xcEOZIgefRRGDsW9u6F6tXzPrd4satk+eQTuPDC0MRXzhX28whF/Ey+8w5cdZVLHLZrV/SFNm+Gyy6Db7+Ff/9bVSnlxZQp7r/7ihVQnJWmDhyAjh3h8GFYufLo3xniM2PMPmttmfoHjY+Pt94ESbiIj4/H15iMMUTa+wcJP/o5EglPvv4dDquKJWNMI2NMpaKPFBHxs+RkaN684DeIqliKXMWpWMotNhbmzIHeveGpp9z0SCn7vBVLrVoV7/gqVeDll2HdOnjggcDFJSIiIhIBfEosGWNqG2NmGGNmGmM+NsYUuFyBMeYVY8wCY8zYwvYZY241xvxojKkOnGutPezTKxERKY3CVoQDJZYiWWoqREdD7drFP6dSJbjxRtiyxVUuSdm3di00bAg1ahT/nLPOgpEj4ZlnXFWjiIiISDnla8XSlcDT1tp+wFbgvPwHGGMGAVHW2u7A8caYuIL2AZ2ASUAXQHPcRCT4srPdVKmCVoQDqFkTKlZUYikSbd3qqpVyNYctlgEDoFo1eP/9wMQl4aU4K8IV5Ikn3M/XjTe6leVEREREyiGfEkvW2hettd6OlQ2Avwo4LAGY4nk8EzizkH0GqAT0A2YUdD1jTKIxZrExZnFmZqYvIYuIFG7DBti3r/CKJWNc1dL27cGNS0ovNbX40+Byq14dBg50K8Xp707Zt3Zt8Rp351e7Njz0ECxbBsuX+z0sERERkUhQqh5LxpjuQF1r7cICnq4ObPI83gk0KmTfTGAAsBH41BhzTv6BrLUTrbXx1tr4ihUrliZkEZGjHWtFOK+YGFUsRSJfE0vgmjlv3+56LknZdfgw/PmnbxVL4BKQAF984b+YRMqYlJQUjDGkpKSEOpRSS0hI4MEHHwzoNZYtW0bFihXz/HsdPHiQm2++mXr16tG2bVtmzCjw8/hCLV26lB49elC9enWaNWvGuHHjyM7Oznn+vffewxiT56tPnz7Fjk9EyjefszTGmHrAc8ClhRyyF6jqeVwDl8Q6ap+1drIxZj1wPDDdM95cX+MSESmx5GS3VWKp7ElNhdNO8+3c/v3dNMj334d+/fwbl4SPP/9002F9TSw1bgydO7vE0r33+jc2ESmRpKQkUlJSuPbaawN2jQkTJlCzZs2AjZ+dnU1iYiJZ+RaPuO2225gyZQrPP/88u3btYvDgwSxZsoR2xVjxdN++fQwaNIgLLriAxx9/nFWrVnH33XdTr1497rjjDgCWL1/OhRdeyLhx43LOq1WrVrHjE5HyzafEkqdZ9wfAGGvt+kIO+wk31W0h0BH4DVeVlH8fQBzwO1CHMFupTkTKgeRklzhq0KDwY+rXh99/D15MUnrZ2fDXX+6Nvy+qVIFLLoGPP4aXXoLKlf0bn4QH74pwviaWAM4/Hx59FHbuhHr1/BOXiJRYUlISSUlJAU0sFSeRUxrPP/88v3orqT02btzIpEmTePPNN7nyyisBWLJkCU899RQTJ04scswFCxawc+dOnn32WaKiojjrrLP45Zdf+PTTT3MSS8uWLaNXr17Ex8eXOD4REV+TOCOA04D7jDFJxpgHjDGP5DtmGjDcGPM0MBRXjXTUPmNMLVwD8F+ARGCWjzGJiPjmWCvCealiKfLs3AlZWb5PhQM3HS49HWbO9FtYEmbWrHHb0iaWsrP1cyIipbJp0ybGjh3L+PHj8+z/5ptviIqKYtCgQTn7BgwYwOzZs4s17vbt28nOzsbmWmTgwIEDVM71gcnSpUvp3LmzT/GJiPjavPsla21da22C5+sha+3YfMfsxjXrXgicY63dVdg+a+3X1to91tpO1tqppXtJIiIllJxc+IpwXt7EklZ+ihypqW5bmsRSnz6uAmXyZP/EJOFn7VpXjRYb6/sYXbq43xHqsyQBkpqaSs+ePQF46aWXSEhIICEhgU6dOjFy5EgyMzNp3rx5zv6VK1eGOOJjW7hwIdWrV+fNN98ECu7BlJSUhMm1oufrr79Oy5Yt2b9/P3fccQexsbF88803AFx77bUYY3jooYf45ptvcnoEvf766znnp6WlcdVVV1GjRg0aN27MQw89lCfRsmnTJi6++GLq1q1L/fr1uf766zlw4MBRsRfWY6m45x/Lrbfeyvnnn88FF1yQZ//mzZs5/vjjqVq1as6+Zs2asX79+mJNSTvjjDPIysri4YcfZs+ePcydO5f333+fK664Imf8v/76i/vuu48aNWoQGxvLfffdR/5FkwqLT0QkoJ2wrbVpHFkFrtB9IiIhs327+ypOxdLhw7B3r+u7I+Fv61a3LU1iKToaBg1yfZb274dcN/VSRqxdC61aQYVSzMSPioLzzoMZM1zlUmnGEsknLS2Na665hoyMDABGjRrFqFGjAPjb3/7GNddcw4oVKxg2bBhPPPFEKEMtltWrVzNw4EDuv/9+rr766hKfP2jQIDIzMxkzZgxt2rQB4MEHH+TWW29l4sSJ/PTTT0yYMAGAVq1a5Zx3+eWXk5KSwrvvvsuWLVu4++67iY6OZsyYMYD7d127di1Tpkxh165d3H777Tz11FPcd999xYqrtOd/8sknzJs3j+TkZPbt25fnuQMHDlCnTp08+6pWrUpWVhbp6enExMQcc+zjjjuOSZMmceWVV/LPf/4TgJtuuinn3/+nn36iQoUKnHPOOTz66KMsX76cMWPGUK1atZz4jxWfiIiWWBOR8q04K8KBSyyBS0IpsRQZ/FGxBHD55TBpkqtGubSw9SokYq1dW7ppcF7nnw/vvAOLF0PXrqUfT8QjKiqKyZMnc9FFF+XZv2nTJlJTU4mPj+fFF1/k888/Z+7cuZxyyilMmDCBcFxJefv27QwbNowLLriAf/zjHyU+f/369XTr1i1nBTOvli1b0rJlSz7//HN+//33o/oEffvtt8ycOZOlS5fSqVMnwDW0HjduHHfeeSeVK1fmzz//5KyzzqJv374AtG7dOs81ilKa8/fu3cvf/vY3/v3vf9OwYcOjVlurXLkyUVFRefZFR0cDsH///iLH3759O3//+98ZPHgwQ4YMITk5mSeeeILWrVtz991307NnT5YvX87JJ58MQO/evdm1axcTJkzgvvvuKzI+ERF9pCYi5VtxVoSDI4kl9VmKHP5KLJ19NjRs6KqWpGyx1vVY8kdi6dxzXaWSpsOJn9WqVYvatWsftf+FF17IqVzq0qULs2bNYtGiRRw+fJgvCvg5nDhxIvHx8cTHx7Nt27aAx12QK664gj179rBq1ao809AKUtDz0dHRPPXUUyVK+IBrTF27du2cpBK4KW0ZGRmsXr0agJEjRzJx4kT69u3LuHHjOHToUJ7ji1Ka88eOHUtcXBzXXXddgc83bNiQzZs359mXlpYGQLVq1Yoc/7XXXqNhw4ZMmTKFoUOH8sADD/DUU0/x0EMPcfjwYerUqZOTVPLq3r07GzZsYPfu3UXGJyKixJKIlG/JyVCtGjRvfuzjlFiKPKmpUKkS1K1bunEqVoQhQ+Dzz2HPHv/EJuFh507Yvds/iaWYGOjWDaZPL/1YIkXIzs5m7ty5JCQkANChQweaNGkCQHx8PH/88cdR5yQmJrJ48WIWL15Mg2OtghpAsbGxLF++nDVr1jBlyrE7Y2zcuPGofU2aNKFp06Y+XTt/Msr7vTeBNWrUKFasWMEFF1zA8uXL6d69O//5z3+KPX5pzp82bRpz5szJ6Q3lncLXqlUrrr32Wrp27cqff/6ZJ7m0dOlSqlSpQt1i/I1bvXo1rVq1yvNvcMopp7B37162b9/OmjVr+D3fyrfexFVx4hMRUWJJRMq35GRo167onij167utEkuRIzXVVSuV8JPtAl1+ORw4AJ99VvqxJHysXeu2/kgsgZsOt3jxkWo5kQCZP38+p59+ek6iYPjw4SxfvpysrCymTZtGx44dQxxhwV5++WUaNWrEXXfdxb333suhQ4cAcqbt5e7d8/HHH5d4/CpVqhQ4NaxTp06kp6ezYsWKnH3ffPMN1apVIy4uDoDRo0djreX222/n008/JTExkVdffbXY1y7N+V988QVLly7N+ZruSVBPnz6dhx9+mPbt29O6dWueeeYZADIzM3n55Zfp1atXsaq3GjRowLJly/I0+v7yyy+pXLkydevW5dlnnz1qauK7777L8ccfT61atYqMT0Qk/CZfi4gEU3Iy9OhR9HGqWIo83sSSP/ToAU2buulwnlV0pAzwJpZat/bPeOefD2PHwpdfwjXX+GdMkQJ89dVXnHXWWTnf33///VxxxRVYa7nwwgvp06dPCKMrXKVKlQD4v//7P5599ln+97//cdttt9GkSRPq1avHG2+8waOPPsrLL7/Md999V+Lxu3Tpwv3338/UqVOpX78+y5Yt47bbbuPMM8+kb9++XHbZZTz55JNs3bqV+++/n7Fjx1K5cmUAFi1axOLFixk9ejSZmZkkJSXRrl27Yl+7NOe3b98+z/feRt3t27enuaei+pFHHmHYsGH8/vvvbNmyhSVLljB//vycc3777TcqV65My5Ytjxr//PPP57HHHuOcc87hjDPO4I8//mDatGnccMMNVKlSheuuu47TTz+d2267jfj4eD777DM+//xzXn755WLHJyLlmyqWRKT8ysiA9euL7q8ER6ZTKbEUOfyZWKpQAS67zCUMck0PkAjnTSzlWjmqVDp1giZN1GdJAiIpKSnn8WOPPcagQYNyvj/55JNZsWIFK1eu5NFHHw1BdCVTo0YNRo8ezT//+U92795NVFQUr776Ku+99x7169dnzpw5vPTSSyUet3fv3owdO5ZRo0bRp08fvvrqq5znJk+ezGmnncawYcMYO3Ysd9xxR54qnddff51atWpx2WWXMWTIENq0acPzzz9f7GuX9vyiDB06lM8++4z09HSqVavGzJkz6ZHrg7GRI0fy4IMPFnhujx49+OSTT9i3bx/PPfccs2fPZsSIEfz73/8G4NRTT+W9997jyy+/JDExkTVr1jB9+nRuuOEGv8UvImWbKapxXripXr269S63KiKB03J0wX1CUh6/IMiRBNCSJdC5M3zwAQweXPTxdevCVVfBc88FPjbJo7CfRzjGz2TTpq6hcgmmMhzTokVw+uluPDUwLRtuvNFNb9y61X9jjhgBH33kVpAMw1W5wp0xZp+1tnqo4/Cn+Ph4u3jx4lCHkUd8fDy+xmSMKbLxtkhR9HMkEp58/Tsc8IolY8wrxpgFxpixhTxf1xjzhTFmsTFmQqDjERHJ8euvbluciiVw0+G2bw9cPOI/2dnw11/+q1gC6NLFVbZMnuy/MSW01q71X38lr/PPh127YMEC/44rQaH7VhERkZILaGLJGDMIiLLWdgeON8bEFXDYcOAda208UNMYEx/ImEREciQnQ1QUxBX0q6kAMTGaChcp0tIgM9O/iSVj3HS4WbMgREt1i5+tWeP/xFKfPq5SSdPhIo7uW0VERHwT6BrtBMC7luhM4Ewg//qnO4CTjTF1gGbAhvyDGGMSgUSAatWqBShUESl3kpNd097o6OIdHxOj1Z4ihfe/U+PG/h338svh8cdh6lQYOdK/Y4vfFGsq76FDsGGD/xp3e9WuDWee6RJL48f7d2wJtAT8cN8Kee9d1dxYRETKukBPhasObPI83gkU9NHxt0AL4DYg2XNcHtbaidbaeM+nQyIi/pGcDCecUPzj69dXxVKk8CaW/FmxBNChA7Rr51aHk8j2559uyqS/K5bATYdbsQI2bvT/2BJIfrlvhbz3rg0aNAhErBFn+/btXHHFFdStW5eGDRsybty4nOeSkpIwxoQwuiPuv/9+rr322hKd8+CDD2KMKfDL23R9/PjxRz2Xuzn2rFmz6NSpE9WqVaN169Y8p36OIhJBAp1Y2gtU9TyuUcj1HgBustY+DPwKqCOqSCTbvRsuvfTIakvhKjMT/vij+P2VQFPhIkmgEkvGuKqlb76BzZv9O7YEl/d3VCASSxd4KqNmzPD/2BJIum8NoMsuu4zNmzfz0UcfMWbMGMaPH8/kMOtZN23aNJ9W1UtMTOTHH3/M8/X8889TpUoV2rVrB8Dy5csZOXJknmO8ybUtW7YwePBgLr30Ur766ituvPFGbr/9dj7++GO/vj4RkUAJdGLpJ1wZMUBHIKWAY+oCpxhjooDTAS0PIBLJFi1y04SefjrUkRzbmjVw+HDJE0t797opNBLevKt8+TuxBK7PkrXw4Yf+H1uCJ5CJpRNPhBYtYHrhqxlKWNJ9a4CkpKQwZ84cnnnmGXr16sUdd9zBhRdeyJtvvhnq0HK8++67XH311ZxQkkpmj9jYWOLj4/N8TZ8+ncTERJo0aQLAsmXL6NWrV55jWrRoAcAXX3xB06ZNGTduHD179mT06NGcf/75fPrpp359jSIigRLoxNI0YLgx5mlgKLDKGPNIvmPGAxOBXUA94L0AxyQigZSS4rZvvw379oU0lGMq6Ypw4BJLoKqlSJCa6hoo163r/7FPPNFNidN0uMi2Zg1UrgyeN31+ZYybDjdrFhw86P/xJVCmofvWgNi5080Y3J5rZdUnn3yShx9+OFQhHeX7779nxowZdOnSpdRjLVmyhLlz5zJ69GgAMjIy+OOPP+jcuXOBx2/fvp3s7Ow8+w4cOEDlypVLHYuISDAENLFkrd2Na4S4EDjHWrvcWjs23zGLrLUnWWtrWGv7Wmv3BjImEQmwdevcdtcu+OCD0MZyLMnJbluSTya9iaVcN8YSplJToWFDqBCgP3OXX+6Wk1+/PjDjS+CtXeuqlQL1M3L++ZCRAfPnB2Z8KRFjTD1jTF9jTP3CjtF9a+CcdNJJNGvWjGuvvZapU6diraVNmzaFJlqmTp1K1apVmT17ds6+rVu3MmTIEGrUqEHz5s0ZP3481lqys7OpUaMGH330EQcOHCAqKor77rsv57pPPvlksWL873//yxlnnFH6Fws888wzXHbZZTnVSsuXLwfgqquuolq1ahx//PE888wzOcf37t2b33//nYkTJ7J3714+/PBD5syZwxVXXOGXeEREAi3QFUtYa9OstVOstVsDfS0RCQMpKdCyJbRtCxMnhjqawiUnQ9OmUKtW8c9RxVLkSE0NzDQ4r8suc9spU459nIQvb2IpUM45x1VEffFF4K5RDhljXjHGLDDGjC3uMcaYusDnQFdgrjGm0G7aum8NjMqVK/PZZ59RuXJlLr30UuLj41mwYEGBxy5cuJDhw4fz6quv0rt3bwCstQwaNIiNGzfy8ccf89BDD/Hwww8zYcIEKlSoQIcOHUhOTiY5OZmOHTuyatUqsrKyWL16NaeddlqxYqzgpyTzjh07+PDDD7npppty9v30009ER0dz8cUX89lnn3HllVdy11138c477wAQHx/PP//5T0aOHEnNmjUZMmQIjz32GGeddZZfYhIRCbSAJ5ZEpJxJSYFWreDGG+H772HVqlBHVLCSrggHSixFktRUaNw4cOMffzx06QJh1nhWisnawCeWqleHhAQllvzIGDMIiLLWdgeON8bEFfOYDsCd1tpHga+A4mUaxK86duzIr7/+yosvvsjmzZtJSEhger4+ZGvWrGHgwIH8/e9/Z9iwYTn7586dy8KFC3n33Xfp27cv1113HZdffnlOYua0007j119/5eeff2bAgAH89ttvrF27lkOHDhU7seQvb7zxBm3atKFbt245+4YOHcry5cv5xz/+Qe/evfnnP//J8OHDmej5AO73339n/PjxJCYmMmXKFO68807GjRvHFH14ISIRQoklEfEvb2LpmmugUiV4+eVQR3Q0a12PpZL0VwKo75lBocRS+At0xRK4qqWffnKrC0pk2bnTrWAZyMQSuOlwv/3m+jlJcVU0xizO9ZWY67kEwPtOeyZHGm1zrGOstd9YaxcaY87CVS0VXCojARcdHc2oUaNYuXIlJ554IiNHjszzfP/+/YmKiuLnn3/Os3/VqlVYazn++OMxxmCM4fXXX2eN5/+t0047jeTkZFatWsWJnr/tS5YsoUWLFtSrVy84L85j8uTJDB48OM++Ro0a0bZt2zz7unfvzsqVKwF49tln6d27NxMmTGDIkCE89dRT3HHHHTmrxomIhDsllkTEfw4ccEuwt2wJDRrAJZfAm2+6/eFk0ybYs6fkiSVVLEUGa4OTWBo61G1VtRR5vImeYCSWAGbMCOx1ypZMa218rq/cc6qrA5s8j3cCBf1PXuAxxhgDXAakAYcDErkU6uWXX+a8887L+b5+/fqMGzeOTZs25Wno3aVLF+bPn8+nn37KwoULc/Zba6lduzZLly7N8zVz5kzAJZZ+++03Vq5cSdu2bWndujVTp04NerXShg0b+PHHH7nkkkvy7F+xYgUbN27Msy8tLQ33YwmrV6/m+Hy/j0455RRSvAuiiIiEOSWWRMR//vzTbVu2dNvEREhLg48+CllIBfJlRTiAqlXdlxJL4S0tDQ4fDnxiqVkzOOMMJZYi0dq1bhvoxFKbNhAXp+lw/rMXqOp5XIOC72MLPMY6twArgAsDHKfkU6VKFWbPnk16enrOvh07dlC1alVivB/aAK+//jpxcXFcc8013HPPPTn7TzrpJHbt2kVMTAydOnWiU6dO/Pnnn/zvf//LeT4zM5NZs2YRFxdH27ZtmTZtWtATS59++imxsbF06NAhz/6xY8fy1FNP5XyflZXFlClT6NSpEwANGjTgp59+ynPOl19+mdP8W0Qk3CmxJCL+4/1kzZtYOucc98Yt3KbDeVeEK2liCVzVkhJL4S011W0DnVgCtzrczz+Hby8xKViwEksAF1wAc+fCvn2Bv1bZ9xNHpr91BFKKc4wx5h/GmKs9++oA6YELUQoycOBA6taty+DBg5k1axbvvvsuDzzwAImJiTlVOwCVKlUC4P7772fRokV8+umnAPTq1Ytu3boxZMgQZsyYwdSpUxk1ahTW2pzzTj75ZOrWrUutWrWIi4vze3+llStXsnnz5mMeM2fOHLp3737U/sTERJ5//nnuv/9+Xn/9dfr168eKFSv4xz/+AcAFF1zAvHnzGDBgAGPGjKF///688847eRqAi4iEMyWWRMR/vImlVq3ctkIF18T7m29cn5FwkZwMder4lnhQYin8BTOxNHiw+zlX1VJkWbvWNXevVi3w1zr/fDcdOCkp8Ncq+6YBw40xTwNDgVXGmEeKOGY6MNGzbx4Qheu9JEFUp04dZs2aRXZ2NoMGDWLMmDFcffXVPPHEEwUe36xZMxITExk9ejRZWVkYY/j4449p1qwZQ4YMYdSoUTm9iLw6d+6c08fIu/VnYmngwIE5zbYLYq1l3rx5eZp2ew0YMID//ve/vPbaa9x8880cOnSI7777jn79+gEwbNgwXnnlFdavX8+zzz7LTz/9xJgxY7j77rv9Fr+ISCAZb6Y/UlSvXt1mZGSEOgyRMq/l6OkF7k95/ILCTxozBp56Cvbvh6got2/rVjdl6Pbb4V//8n+gvjjnHPdGr5Cljo+pd2/3+r7/3v9xSaEK+3mEAn4mJ08+Ukl00kkBjgz3M7Fhg0ue5vrkXUKnyN9fvXrBwYPw3XeBD+bgQahXD669Fl54IfDXi3DGmH3W2urHeL4u0BeYZ63d6usxwRQfH28XL14c6jDyiI+Px9eYjDFE2vsHCT/6ORIJT0X9HS6MKpZExH9SUqB58yNJJXBVARdeCK+/7t5ghYPkZN+mwYEqliJBMCuWwCWx/vgDli0r/jk7d8LXX8OcOQELS45h7drgTIMDqFwZ+vRxfZb0JqrUrLVp1topx0oYFecYERER8R8llkTEf1JSjvRXyi0xEbZvh08+CXZER0tLc4kHXxNL9esrsRTuUlNdcjNYS0wPGgQVK8L77xf8/N69MG8ePP00DBvmGjrHxEC/ftC3L+RqZitBcOiQqzALVmIJ3HS4lJQjCweIiIiIlCFKLImI/6xbd6S/Um59+0KLFnCM3gRBU5rG3eASAmlpkJ3tv5jEv1JToWFD1/soGGJi3M/45MluiuWiRW7K03XXwcknQ+3acPbZcNddbgplx44wfjw8+aT7Ofrhh+DEKc769e7fvXXr4F2zf3+31epwIiIiUgZVDHUAIlJG7N/v3tAXVLFUoQLccAOMGwdr1gT3DV1+3oqB0iSWsrNdlUmwKmKkZLZuDd40OK/LLnM9dGrUgKwst69hQ+jSxTX47tIF4uPzxrVnD4we7ZJN554b3HjLs2CuCOfVvLlLMn7xhUswioiIiJQhSiyJiH+sX++2BSWWwFVvPPAATJrkqjVCJTnZ9TwpLM6ixMS47Y4dSiyFq9TU4CeWBg92qx82auQSSF26uKb1x2rmXbMmdOigRvDBForEErjpcM88A7t3Q61awb22iIiISAApsSQi/pGS4rYFTYUDaNoUBgyA116Dhx+GSpWCFloeycnQtm3eBuMlkTuxFBfnv7jEf1JToX374F6zenV49dWSn9ejB7z5pqty8vVnUkpm7VqoUsUtLBBM55/vpj/Ong2XXBLca4v4UYsWLTBaAVNKqUWLFqEOQUT8SIklEfGPdevc9liVQDfeCJ9+Cp995hoeh0Jysqso8ZU3sbR9u3/iEf+y1iWWgp008FX37vDii7BqlateksBbs8YlwIPVg8urRw/Xb+uLL5RYkoiW4v0gSSLeli1buPzxyVRv2JysA3uIqlLzqG2l6Er876p4mjRpEupwRSSMqXm3iPhHSgpERx/7Df1558Fxx4Wuiff+/S4B5mt/JchbsSThZ9cut+pXsKfC+apHD7fVdLjgWbs2NH3eKlVyKwF+8YVLgIqIiIiUEUosiYh/pKS4ld+OVQVQsSJcfz3MnHlk6lww/f67e0NXmsRS/fpuq8RSeEpNddtISSy1auViVWIpOKx1iaVg91fyOv982LwZVqwIzfVFREREAkCJJRHxj3XrCu+vlNuIEW77yiuBjacgpV0RDtxUlqgoJZbC1datbhspiSVjXNWSEkvBsWOHW40vVIml885z2y++CM31RURERAJAiSUR8Y+UlOKttNa8uXtz9eqrkJkZ6KjySk52b+TbtvV9DGPcanBKLIWnSKtYApdYWrMG/vor1JGUfaFaEc6rcWPo3BmmTw/N9UVEREQCQIklESm9jAzYtq14iSWAxEQ3HSTYn9onJ7uqqipVSjdOTIwSS+EqUhNLAAsWhDaO8mDNGrcNVWIJ3HS4BQtg587QxSAiIiLiR2GVWDLGNDLGhGgNchHx2fr1blucqXAAF1wATZrAyy8HLqaCJCeXbhqclxJL4Ss11U1V9DZZjwSnneYaO2s6XOB5K5aK+7sqEM4/H7KzXa85ERERkTLA58SSJwk0/xjPVzTG/GmMSfJ8neLZ/4oxZoExZqzn+1uNMT8aY6oD51prD/sak4iEyLp1blvciqVKleC661zF0saNAQsrj6ws17zbX4ml7dtLP474X2oqNGjgkkuRokoVNz1KiaXAW7vWJbWrVQtdDF26uN8h77wTuhhERERE/MinxJIxpi7wBlD9GId1AN6z1iZ4vlYaYwYBUdba7sDxxpg4oBMwCegCZPgSj4iEmHeFt+ImlgBuuMF9av/qq4GI6GjffgsHD6piqaxLTY2saXBePXrAjz/CoUOhjqRsC+WKcF5RUXDnnfD55/Dee6GNRSJGamoqPXv2BCAzM5PmzZuTkJBAQkICK1euBGDEiBF0796dRx55JJShiohIOeRrxVIWcBmw+xjHdAMGGGMWeaqUKgIJwBTP8zOBMwEDVAL6ATN8jEdEQiklxVVdlOQNfatW0LcvTJrkqokCad48GDjQXXPAgNKP500sWVv6scS/IjmxdPAgLF0a6kjKtnBILAHccw906wY33xy8qk2JWGlpaVxzzTVkZLjPX1esWMGwYcNISkoiKSmJU045halTp5KVlcWCBQtYu3Ytf/zxR4ijFhGR8sSnxJK1dre1dlcRh/0I9LHWdsUljs7HVTht8jy/E2iESzANADYCnxpjzsk/kDEm0Riz2BizODPYq0iJSNHWrXPVSsaU7LzERNiwIbC9Rr78Es49F5o2hfnzoWHD0o9Zv75LAuzbV/qxxL+2bo3MxFL37m6rBt4BUynrsPt9Ew6JpYoV4a23XIXa9de76k2RQkRFRTF58mRq1aoFwMKFC/n888/p2rUrI0aMIDMzk6SkJIYOHQpAv379+Pbbb48aZ+LEicTHxxMfH8+2bduC+hpERKRsC2Tz7hXW2i2ex4uBOGAvUNWzrwZQwVo7GXgQSAemA5fmH8haO9FaG2+tja9YsWIAQxYRn6SklGwanNeFF7p+OBMn+jsi56OP3DVOOMFVLTVt6p9xvY2hNR0uvFgbuRVLsbHQooX6LAXQcbv+cj8j4ZBYAmjTBp56Cr7+Gl58MdTRSBirVasWtWvXzvm+S5cuzJo1i0WLFnH48GG++OILMjIyaOr5G1evXj1SvStk5pKYmMjixYtZvHgxDRo0CFr8IiJS9gUysfSWMaajMSYKuBhYDvyEm/4G0BFI8TyOA9YABwMck4gEgq+Jpeho18T7s89gy5aijy+JN96AoUNdo9y5c10Cy1+UWApPu3e7SrJITCyBmw733XeaYhkgzdO3ugetW4c2kNxGjoT+/d3UuN9+C3U0EiE6dOhAkyZNAIiPj+ePP/6gRo0a7N+/H4C9e/eSrSo4EREJIr8kcYwx7Y0x+TsFPgy8BSwDFlhrZwHTgOHGmKeBocB0Y0wtYCvwC5AIzPJHTCISJHv2uASLL4klcE28s7Lgtdf8F9MLL8C118I557hpdnXq+G9sUGIpXHk/oW/cOLRx+KpHD9i82U3XEr9r5k0shUvFErjpw6+8AlWrwvDhcFgL40rRhg8fzvLly8nKymLatGl07NiRzp0750x/W758OS19/ZssIiLig1LNK7PWJni2vwBj8z33M25luNz7dhtjEoC+wJO5+jR97dl2Kk08IhIC3hXhWrXy7fy4OJcAeu45aNcOLr64dEvFP/44jBnjpsBNnuyaivubN7G0fbv/xxbfeRNLkVyxBG46XPPmoY2lDGqevtX9Pgi3xGOTJvC//7kKy8cegwceCHVEEubuv/9+rrjiCqy1XHjhhfTp04fdu3fTs2dPNm/ezIwZM1i4cGGowxQRkXIk6NPOrLVp1top1tqtwb62iASAN7FUmk9Hn3gCatSAwYPhpJPg1VdLvuy6tXDvvS6pdMUV8OGHgUkqgSqWwlWkJ5Y6dIBq1dRnKUCa79rqqpVKushAMAwZAldeCf/8J/z4Y6ijkTCVlJQEwMknn8yKFStYuXIljz76KOD6MCUlJdGtWzfmzp2bpyeTSGnY7GxSU1PZsmWLpliKSKHUz0hESscfiaUuXeDXX12FUbVqMGKEewP4zDOwd2/R52dnw//9H4wf71aae/NNqFTJ93iKUq+e2yqxFF62ej6viNTEUsWK0LWrVoYLkBZpW8JrGlx+zz/vqpeGD9eKk+KTunXrMnToUBqHW1WeRLSDe9O58/3FXPvizAKbwouIgBJLIlJaKSkuGVTa5thRUW4qyE8/wZdfuhWT7rzTrZT10EOFJ3Gyslwi6rnn4K673JSS0kylK47oaKhVS4mlcJOaChUqQP36oY7Edz16wNKlkJER6kjKFmtptis1vBp351enDrz+umviPXp0qKMREclRpWY9qtSqF+owRCSMKbEkIqWzbp2rVvLX9BJj4NxzISnJTQk680x48EGXYLrzTti48cixhw7BsGHuzdhDD8G//hW8aS4xMUoshZvUVJdUCnRiMZB69HDJ0sWLQx1JmVJv/25qHNof3hVLAL17w223uUT5118XfbyIiIhIGFBiSURKJyWldNPgjqV7d/jkE1i5EgYNgv/+170xHDECli93jb4/+ACefhruvz+4vVOUWAo/qamROw3Oq1s3t1WfJb9qHo4rwhXm8cfhhBPguusgLS3U0YiIiIgUSYklESmdQCaWvE4+2fVNWr0aRo6Ed9+FTp3clLmJE+GOOwJ7/YIosRR+UlPDb8WvkoqJcUkFJZb8KqISS1WrwltvuZ/nW24JdTQiIiIiRVJiSUR8t2uX+0S9VavgXK9lSzdFZP16ePhh+PhjuPHG4Fw7v5gY2L49NNeWgpWFiiVwlXoLFriVDsUvmnkTS4FOgvtLfDyMGwfvvecWNRARCTHv6nBaGU5ECqLEkoj4zh8rwvmiYUP3puuii4J73dxUsRRerC07iaUePdzP1h9/hDqSMqNF+hZSa9RzCw1EinvvdasEjhoFmzaFOhoRKecO7k3nlpe/1spwIlIgJZZExHehSiyFg5gY2L0bDh8OdSQCsGcP7N9fdhJLoOlwftQ8fSvr60TYNMmKFd2UuAMHXF85VbCJSIhVrlEn1CGISJhSYklEfFeeE0veJe137gxtHOJ4P0EtC4mlE05wS88rseQ3zdJT2RBpiSWAtm3dapdffQUvvRTqaEREREQKpMSSiPhu3TqoUcNV75Q33tes6XDhoSwllipUcH2WlFjK68CBI8nsEojOPEyTPdv5s3YEJpYAbr4Z+vWDu+8u+9MjDxwIdQQiIiLiAyWWRMR33hXhjAl1JMGnxFJ48SaWIn1VOK8ePeCXXyA9PdSRhIdff4UuXaBNG5gypUSnNt39FxWw/BmJFUvgfr+++ipUrgzXXw9luXHun3+GOgIRERHxgRJLIuI7b2KpPFJiKbyUpYolcBVL1sIPP4Q6ktB79123StrWrXDqqXDFFSVaKa1F2haAyE0sATRtCk8/Dd9+Cy++GOpoAmfdulBHICIiIj5QYklEfGOtexPQqlWoIwkNb2Jp+/bQxiFOaqqr7PD2vop0Xbu6KXHleTrcgQNuRbQrr3QJpWXLYM4cV8115ZXw/vvFGqbZrq0A/FmnSQCDDYJrr3VT4kaP9mlKYERQYklERCQiKbEkIr5JT3eroqliKbRxiJOa6pJKFSuGOhL/qFkTOnQov4ml1atdAul//4N77nEJpaZN3b/LF1/AGWe45NJ77xU5VPP0reyvWJlt1esEPu5AMgYmTnTbG28sm6vEKbEkIiISkZRYEhHflOcV4QCqV4foaCWWwsXWrWVnGpxXjx6wcCFkZYU6kuD66CPo3Nn9jvnsM3jiCahU6cjzNWrA9OnQsydcdZWbKncMzdO38medRmWjF1yLFvDkkzBrluu7VNYosSQiIhKRlFgSEd+U98SSd9qVEkvhITW1bCaW9u6FVatCHUlwHDoEt98OgwfDCSfA0qUwYEDBx3qTS2edBcOHw9tvFzqsSyxFcH+l/EaOhLPPhjvvhE2bQh2NfymxJCIiEpGUWBIR33jfAJTXHkvgpsMpsRQeymJiqXt3ty0P0+HWr3cVSM8+65JL8+e76pxjqV7dJZfOPhuuuQbeeuvoY6ylefpWNtQuQ4mlChVg0iQ4fBhuuqlsTYlTYklERCQiKbEkIr5JSYFataBOnVBHEjpKLIWP1FRoXIaSB+CSto0alf3E0uefu+bcv/4KH34IzzzjppkWR7Vq7vyEBJdcevPNPE/H7NtF9cMHWF83wht359emDTz6qHvtRUwFjBh79uj3qYiISIQqI11ORSToUlLcNLiy0LfEVzEx8MsvoY5C9u6FffvKXsWSMW46XFlNLB0+DGPHup5Bp54KH3wArVuXfJxq1VwvposuciunWQu41QGbp3tXhCtjSUeA226DKVPctk+fUv38txw9vcD9KY9f4POYJVZWV7oTEREpB1SxJCK+WbeufE+DA5dY2r491FFIaqrblrXEErjE0po1R15jWbF/P/Tu7ZJKN93kkme+JJW8qlWDTz91CZbrrmPIiq8BaLbLk1gqS1PhvKKiXAPvvXvh1ltDHU3paRqciIhIxFJiSURKztojFUvlWUwM7NxZtnqcRKKtLnlQZhNLAAsWhDYOf3vvPddHadIkeOklqFKl9GNWrQqffAJ9+/LEjP8yZMXMnIqljbUbln78cHTiifDgg24K4Ycfhjqa0lFiSUREJGIpsSQiJbdzp/uUXIkltxT8rl2hjqR8K8sVS6edBpUqlb3E0oQJ0L49XH+9f8etWhWmTWN+q1P514z/MnTF12ytUY+DlSr79zrh5O673c/JLbdEdo+idetcQ3YRERGJOEosiUjJeXthlPfEUn3XxyWi38yVBWU5sVSlCnTuXLb6LC1dCosWwciRgenRVrUqiYPGktSqM813pbK+Thlr3J1fpUpuStzOnW5FvUil6dUiIiIRS4klESk575SF8v4mICbGbZVYCi1vYqlBg9DGESg9esCPP8KhQ6GOxD8mTHAJs+HDA3aJgxWjGTnoPj46uRfTTzgzYNcJGx07wr33wttvu5XiIpESSyIiIhFLq8KJSMl5K5ZatAhpGCGnxFJ4SE111WOVKoU6ksDo0QOeftpV+px+eqijyaPEq4nt2QPvvAOXXQZ16wYwMpdcuuuCOwN6jbBy330wdaqrBFu1CurUCXVExWetSyydc06oIxEREREfqGJJREouJcW9aYmkNy6BoMRSeEhNLZvT4Ly6d3fbsjAd7r33XH+2kSNDHUnZEx3tpsRt3Qp//3uooymZHTvcz4UqlkRERCKSEksiUnLr1qm/EhxJLG3fHto4yruynliKjXXVgWWhgfeECXDKKdCtW6gjKZu6dHHNvCdNgq+/DnU0xafp1SIiIhEt4IklY8wrxpgFxpixRRz3ojFmYKDjERE/SEnRGwBwFVvGqGIp1LZuLduJJXDT4b77zk0ZilSLF8OSJYFr2i3Ogw9C27Zw442uCigShNGCELpvFRERKbmA9lgyxgwCoqy13Y0xrxpj4qy1fxRwXE+gsbX2s0DGIyJ+YK17E3DuuaGOpFgK6wEDx+gDU1xRUa5PjBJLoVXWK5bAJZbeew82bIDmzUMdjW8mTIBq1eCqq0IdSdlWtaqbEtezJ4wZA889F+qIihYmFUu6bxUREfFNoCuWEoApnsczgaOWZjHGVAJeBlKMMRcVNIgxJtEYs9gYszhQgYpIMW3fDvv2hcUny2Ghfn0llkKo6qEDkJFRPhJLELl9lnbvdomxyy+H2rVDHU3Zd8YZkJgIL77o/v8Id+vWQb16UKtWqCNJwA/3rZ7jcu5dt23bFohYRUREwkagE0vVgU2exzuBgu78rwZ+AZ4Euhpj/pb/AGvtRGttvLU2PmCRikjxhMkny2EjJkaJpRCqvy/dPWjcOKRxBFyHDq7aJ1ITS++84xIcatodPL16QXY2rF4d6kiKtm5duPxN8ct9K+S9d23QoEGpA0tNTaVnz54A7Nq1i/79+9OvXz8uueQSDh06RGZmJs2bNychIYGEhARWrlxZ6muKiIgUV6ATS3uBqp7HNQq53qnARGvtVuBtQGvNioSzMOqFERaUWAqpBhlp7kFZr1iqWBFOPz0yG3hb66bBderkmktLcMTFue0fR83kCj8lSCwVpwdS/mOMMbWNMTOMMTONMR8bY6ILOTUs71vT0tK45ppryPBUn73zzjvceeedzJw5k8aNG/Pll1+yYsUKhg0bRlJSEklJSZxyyimBDktERCRHoBNLP3GkjLgjkFLAMauB4z2P44H1AY5JRErDm1hq0SKkYYQNJZZCqn5GuntQ1hNLAN27w9KlAZva1HL09AK/Sm3RIli+HG66SU27g6lNG7cN98RSdnaxF4TI3QMJON4YE1fMY64EnrbW9gO2AucVcomwvG+Niopi8uTJ1PJMFbz55pvp27cvANu2baNhw4YsXLiQzz//nK5duzJixAgyMzMDHZaIiEiOQCeWpgHDjTFPA0OBVcaYR/Id8wpwjjFmHnAz8O8AxyRSfm3cCDNmlG6MlJRw6YURHmJiXN8pCYlyU7EErs9SVpZbXS2STJgANWrAFVeEOpLypWZNaNIEfv891JEc25YtcOhQ7sRSRW9vIs9XYq6jEyiiB1JBx1hrX7TWfu3Z1wD4q5BophGG9621atWidgG9yRYsWEBaWhrdunWjS5cuzJo1i0WLFnH48GG++OKLo46fOHEi8fHxxMfHo75PIiLiTwFdFc5au9sYkwD0BZ70lA0vz3fMHmBIIOMQEY/bboNp01xyyNeVpcKnF0Z4iImB/fvdV9WqRR8vfpVTsdSwYUjjCIpu3dz2++/h7LNDG0txpafD++/D8OEu0SHBFRcX/hVLR/ftyzxGT838PZBOK8kxxpjuQF1r7cKCBo+k+9adO3fyt7/9jY8++giADh06ULlyZQDi4+P5o4D/7omJiSQmJuYcIyIi4i+BrljCWptmrZ3i+eMsIqHy55/wySeu38kbb/g+TkqK+ivlFhPjtpoOFxL196W7CrpKlUIdSuDFxLhEwU8/hTqS4nv7bZd0VdPu0IiExJJ3enXxPrAoTg+kAo8xxtQDngOuP9YFIuG+9dChQwwZMoTx48fTwjMtffjw4SxfvpysrCymTZtGx44dQxyliIiUJwFPLJWEMaaRZxlXEfG3//3PbU85BV57zfW1KClrlVjKr359t1ViKSTqZ6SXj2lwXi1auCmtkcDbtDs+Hk4rqLBEAi4uDv76C3bvDnUkhfNWLBWvb19xeiAddYynWfcHwBhrbcT38nzllVdYsmQJjz76KAkJCUyePJn777+f4cOH06lTJ7p3706fPn1CHaaIiJQjPk+FM8Y0Aj601vY8xjGvAO2B6dbaRwraZ4y5FbgGNyf+XGvtm77GJCKFOHAAXn4ZBg6EIUPgqqvgm2/gnJItZtMgI92NpcTSEapYCqn6GenQtnGowwie2FiYOzfUURTPggXw88/ud4+ERu6V4Tp3Dm0shVm3zvWCqlKlOEdPA+YbY2KB/sDlxphHrLVjj3FMN2AEbkrcfcaY+4CXrLWT/fgqgiIpKQmAUaNGMWrUqKOeX7FiRZAjEhERcXyqWDLG1AXewM1jL+yYo1blKGSljk7AJKALEJilbkTKuw8+cA2mb70VBg2C2rXh1VdLPMxxu1LdA/VYOkKJpZCqvy+tfFUsNW3qmh37UnEYbBMmuL5Kl18e6kjKr7Zt3TacG3iXoG+ftXY37oPIhcA51trl+ZJKBR2zy1r7krW2rrU2wfMVcUklERGRcObrVLgs4DLgWLXVCRy9ckdB+wxQCegHFLhclTEm0bs6iJZPFfHB889Du3bQu7drMD1sGHz4IezaVaJhchJLqlg6QomlkCp3U+FiYyEzE8J9RaedO2HKFFcdWaNGqKMpv1q3dttw7rNUwgUhitMDKRL6JImIiJQlPiWWrLW7rbVFvSPNvypHo0L2zQQGABuBT40xR83NsdZOtNbGW2vjK1YM6EJ2ImXPokXu69ZbwRi37/rr3ZS2ySX70Pa43Z4VmovXC6N8UGIpZKocPkDNQ/vLX2IJYPPm0MZRlDffdL9j1LQ7tKpWhWbNwjexdPgwbNigKlgREZEIF8jm3QWtynHUPk858oNAOjAduDSAMYmUPy+84CoGrr76yL74eDj55BJPh2uWngoNGqgCIbfKlaF6dTfVUIKqfka6e1CeEktNm7ptOCeWvE27Tz8dtDJV6IXzynAbNrhpnUosiYiIRLRAJpYKWrmjsNU84oA1wMEAxyRSvmzb5qqSrr4aatU6st8YV7X0ww+walWxhztuV6qmwRUkJkYVSyHQoDwmliKgYqnrxlXw66+qVgoX4ZxY8q4Ip8SSiIhIRPNLEscY094Y80i+3dOA4caYp4GhuGqko/YZY2oBW4FfgERglj9iEhHglVfg4EG45Zajn7vqKqhYEV57rdjDNd39lxJLBalfX4mlEKi/L909KE+JpcaNXWJ406aijw2RK5bNcAsEXHZZqEMRcA28d+4Mz99RSiyJiIiUCaVKLFlrEzzbX4q5KkeB+6y1X1tr91hrO1lrp5YmJhHxyMyEl16CXr2gffujn2/QAAYOdL1QDh8ucjhjs1WxVBhVLIVEzlS4xo1DGkdQVaoEDRuGbcVS3X276P/bdzB8OFSrFupwBFzFEoRn1VJKCkRFwXHHhToSERERKYWATjsraFUOrdQhEiSffw5//umadhfm+uvddLnp04scrsHeNCpnZeqT5YIosRQS9TPS3IOGDUMbSLDFxoZtYunSn2e73xOaBhc+wjmxtG6day6uhVlEREQimvoZiZRVL7zgbtgHDiz8mPPOc9UexWjifdwuz4pwqlg6mhJLIVF/XzrpVWpAdHSoQwmu2NjwnApnLcOWf8Xipie6xQEkPBx/PFSoEL6JJX1YISIiEvGUWBIpi5KTYdYsuOmmY38SXLEiXHMNfPEFbD12EeFxu1PdAyWWjhYTA+npbvqhBE2DvWlsr1Yn1GEEX9OmYVmx1P3PlbTeuYl3O50X6lAkt+hoaNFCiSUREREJGCWWRMqiF190byZuuKHoY6+7DrKy4K23jnlYs3RPYqlFCz8EWMbExLgl1tPSQh1JuVJ/Xzrbq9cJdRjBFxsLf/1VrN5owXTFshmkV6nB9HZnFn2wBFfbtvD776GOIq/9+90HGkosiYiIRDwllkTKmj174I033IpMxek9064dnHGGmw5nbaGHHbcrlW3V66ghb0FiYtw2WNPhVq92/43LufoZ6WyvXjfUYQRfbKzbbtkS2jhyiclI59zfF/DRyb05WKlyqMOR/OLiXMXSMX7HB11KitsqsSQiIhLxlFgSKWveessll265pfjnXH89/PorLFxY6CHH7fqLjbXK0bLuJVG/vtsGK7H06KNw7bVhOR0qmOpnpLtkZ3nTtKnbhtF//8E/zyI6O5N3O2oaXFiKi3N/F/76K9SRHLFundsqsSQiIhLxlFgSKUusheefh/h46Nq1+OcNGQLVqx+ziXezXalsrF3OVt8qrmBWLFkLc+a4x7NmBf56Yapy5iFqHdrHtvJcsRRGiaWByfP5sWl71tRvFupQpCDhuDKcEksiIiJlhhJLImXJ3Lmucfett4IxxT+vZk2XXHr/fcjIOOrpCtlZxO7exoY6qlgqUDATS2vXwp9/usdffx346wXaoEFw++0lPq1+RjpA+Wze7U0shdHKcM3Tt7Kq0fGhDkMK400shbDPUsvR0/N8TXhzDgcqRruVScu5b7/9NtQhiIiIlMoxlosSkYjz/PMuyXHZZSU/9/rr4fXX4cMP3UpxuTTcm0Z0diYba4c+sdRy9PQC96c8fkGQI8klmIklb7VS584usWRtyZKI4WT3bvjkE/carr4aTjut2Kc2yHCN0stl8+769aFSpbCpWKp66AC1DmaQWjMm1KFIYVq2dKuAhlHFUrP0rWys1ZA2kfr7qxT69u3L17k+GBgzZgzz588PYUQiIiKlo8SSSFnx55/uTfo990CVKiU//8wzoU0bNx0uX2LpuN1uRbiNtTQVrkA1a7o3bcFILM2e7SpWbrnFJQNXroQOHQJ/3UD4/nvIzoaoKLjrLpc0K+abzJyKpfKYWKpQAZo0CZvEUuO97ud+aw0llsJWxYpw/PHhlVjalcrG2o1oE+pAgmjFihUsXbqUTZs28eabbwKQkZFBFV/+ZouIiIQRTYUTKSsmTHDbm27y7XxjXKJi3jy36lguzdI9iaUwqFgKS8a4qqXt2wN7HW9/pV69oF8/t2/mzMBeM5DmzXNveB9/HJKS4NNPi31q/fJcsQQuuRgmU+Ea73E/91tr1g9xJHJM3pXhwkSzXanlbnq19azKl3sbExPDlClTQhmWiIhIqSmxJFIWHDgAEyfCwIHQooXv41x9tauGeP31PLuP2+USS5vUvLtwMTGBr1hatQq2bXOJpaZN4cQTI7vP0vz5bkrf7be713L33XDoULFOrb8vHYAd5bHHErjEUrhULO3xVCxpKlx4i4tzHxpkZ4c6EmoezKDOgb1sKGcfVnTs2JFrrrmGSy65hKuvvpprrrmGoUOHUrduOVyEQEREyhQllkTKgg8+cNUyt95aunGaNoXzzoPXX6dCdlbO7uN2/UVqjXocrBhdykDLsPr1A59Ymj3bbXv1ctt+/VzVz4EDgb1uIBw4AIsWwVlnuaqlp55yb3pffLFYp9fPSGdX5erl92eyadPwSSxpKlxkiIuDffvC4ufGWwVb3hJLXrfffjvvv/8+b775Zs6XiIhIJFNiSaQseOEFaNcOevcu/VjXXw+bNtEzZVnOruN2p6q/UlGCUbE0Zw60bn2kKq1vX5egicQVhRYtctVJPXu67887zyXKHn4Ydu4s8vT6Gelsr16OP+WPjYVduwpcxTHYGu/Zzq7K1dkfrT4xYa1tW7cNg+lwzXZtBWBDnfK5Itx5553H6tWrsdbmfIlEAmuzSU1NZcuWLWSHQfWjiIQPJZZEIt2PP8IPP7hqJX+srjNwIMTEMGTFkSlWzdLLXy+MEgt0Yikz0/Uh8lYrAZx9tlsdLBKnw82b535ezzzTfW+Mq1ratcsll4rQYF96+e2vBC6xBGFRfdJ4zw5Ng4sEcXFuGwaJpePKecVSzZo1GTt2LNdcc03Ol0gkOJSxmzvfX8y1L84kNTU11OGISBjRqnAike6FF6BGDdcfyR+io+Gqq+j33AvU3beL3VVq0GTPdjXuLoo3sWStfxJ8+S1dCrt3561Kq1EDevRwiaUnnvD/NQNp/nw4+WTI3Vvk5JPhxhvdz/SoUa4KrxD1M9JIbtAqCIGGqaZN3Xbz5iMJgxBptHcHqZoGF/6aNYPKlf2SWGo5enqhz6U8fkHRoexKZXd0NXZVqVHqWCJRz549GTZsGFdffTXVq1cH4KyzzgpxVCLFU6VmPSpFVwp1GCISZlSxJBLJtm+H9993SaVatfw37nXXEZ2dyUW/fEOjvTuolJ2lqXBFiYmBw4dh797AjO/tr5SQkHd/374u6fTXX4G5biBkZsL337v+Svk99BBUrQr33HPMIRpkqGIJCIuKpSZ7drBFK8KFvwoV3FTacKhY2pXKxjqNApOEjwCVKlXihBNO4Mcff2Tu3LkkJSWFOiQREZFSUcWSSCR75RU4eBBuucW/43bsyIrGbRi68muSG7qqEFUsFSHGU7GxfTvUrOn/8efMcRU9jfL9d+jXD8aOdYmnYcP8f91AWLbMJeC8/ZVya9QI7r0Xxoxxrzn31D+PypmHqHUwQ4klgE2bQhpGVHYW9TPSI34qXGkrcCJGXBz8/nuoo6DZrlRS6saGOoyQadmyJcYYrLWYcppck9DKzna9kjSdTUT8RRVLIpEqM9OtoNWrF7Rv7/fhp5zSl/Z/rePc3xcAqMdSUbyJpUD0WTp40DXoLiDJwmmnuelkkdRnad48ty0osQRw++2uQfldd0FW1lFPx+xLB2BbeW7eXasWVK8e8oqlBnvTiLLZbFXFUmRo2xbWrCnw/6ugsZZmu1LL/YcV1lr279/P1KlTmef9nSgSJKmpqVz74kxuf/0bMjMPhzocESkDlFgSiUSHD8M118Cff8L//V9ALvFp+7M5GFWJK5fNIBvDlpoNAnKdMiOQiaWFC2H//oJX/YuKcvtnznT9nSLB/PluSk5sIRULVaq4nlHLlkEBy3DXz0gHKN8VS8a4f78QJ5aa7NkOEPEVS+VGXJxbjXHDhpCFELNvF9UOHyy3jbuBnIbdN910E9OmTSM6OjrUIUk5VKVWPSrXrBPqMESkjFBiSSTSHDgAQ4bAu+/C+PFw4YUBuczuKjX4sm0PKmcdJrVGPQ5VVKPGY6rvqdgIRGJpzhzXH6Ww5q79+rkpUb/+6v9r+1t2tkssFdWoduhQ6NbNTYvL17cqJ7FUrU5gYowUsbEhnwrXaK/7eVfz7ggRBivDNdvlWRGuHFfBzps3L+frww8/5Jdffgl1SCIiIqWixJJIJMnIgIED4ZNP4PnnYfTogF7ug1P6AOqvVCyBrFiaMwc6d4Y6dQp+vm9ft42E6XC//ur+jQqbBudlDDzzDGzdCk8+meepBhlpAGwvz1PhwK0MF+KKpcZ73M/7FlUsRYZwSCylbwUo1xVL3obdSUlJrF69mhdeeCHUIYmIiJSKEksikSI93VWmzJkDr7/u/4bdBfiuZUfW1Gua08BbjqGuJ8nh78RSRoabClfQNDivli2hTRs3HS7ceXuJFGdp7W7d4PLL4d//psnubTm7NRXOwzsVLoRTIBvv2c7BqEqkVfXjqpQSOLGxUK1aSBt4x2/6hWxMuf7A4t5776VRo0bs3LmT+vXr065du1CHJCIiUipKLIlEgm3bXOPmH3+EKVNcf6UgsKYCF179DI/0uiEo14toFSu6iiJ/J5bmz3eN2gtq3J1bv36QlOT6p4SzefOgSRM4/vjiHf/445Cdzd3zjvRaqr8vnd3R1ThYsZz3JYmNdVNj09JCFkLjvTtIrVGv3C4bH3GMcVVLIapY6rDld65aOoP3O57LvuiqIYkhHFx//fWkpqbSv39/Nm3axHXXXRfqkEREREqlYqgDEJEibNrkpjqtWweffgrnnRfUy2dUrhbU60W0mBjYvr1YhxZ7efM5c6BSJTjjjGMP2LevWyVwwQI4++xixRB01rrE0llnFT8R0aIF3Hknl44fz+udL2RlkzgaZKSrWgncVDhwVUv16oUkhMZ7drBFK8JFlrg4WL486JetlHWYJ2b8l23V6zD+nPKdSNmwYQNvvfUWAOeeey5nF+N3dmpqKoMHD2b+/PkAjBgxgl9++YULLriAsWPHFrpPREQkGFSxJBLO1q51vWg2boSvvgp6UklKKCbG/xVLc+ZA9+5u+sqxnHOOWyEunPsspaS4RGlR/ZXyGz2abdXqMG7Oy2At9TPS2Fbe+yvBkVX1QthnqfGeHaSqv1JkiYtzH1RkZgb1sjct/JATt6Vw37m3sKdy9aBeO9zExsYyfvx45syZw6OPPkpTb5K4EGlpaVxzzTVkZGQAMHXqVLKysliwYAFr167ljz/+KHCfiIhIsKhiSSRcJSdDnz5umfnZs6FLF6AElS4SfDExkJrqv/F27oQlS+DBB4s+tnZtOP10l1h65BH/xeBPnk/ai9VfKbdatXi651WM/+p5zvv9e+pnpPNbgxb+j88HIf3/0ZtYCtXKcNbSeO8OZtboFprri2/i4lxSKSXF9WYLhl9+4dYFk/n0xLOY3eb04FwzDO3bt4+JEydy+eWXs2HDBgYMGMATTzzBhAkTjnleVFQUkydP5qKLLgIgKSmJoUOHAtCvXz++/fZbli5detS+OG+zdo+JEycyceJEALZt24aIiIi/qGJJjqnl6OkFfkmALV3q3nxnZcE33+QklSTM1a/v34qlb75x08eK6q/k1bev68O1c6f/YvCnefNck/OTTirxqZM79CW5QUvGJL1Gw707NRUOQl+xlJZGlcxDbNVUuMjiTTYEq4F3VhbccAMZ0dV4qHdicK4ZpoYPH06VKlXo0KEDt9xyC0lJSRw8eJDhw4cf87xatWpRu3btnO8zMjJyqpzq1atHampqgfvyS0xMZPHixSxevJgGDRr48ZWJiEh5p8SSSLj57js3ralaNVfhccopoY5IisvfU+HmzHE/B127Fu/4vn1dImrOHP/F4E/z58OZZ0KFkv/pya4QxaPnjKBF+lZqHdrH9mp1/B9fpKlSxfVWClViaeNGALZqKlxkadvWbYM1VeqFF2DBAh7ufSM7ynlCeOvWrdx00020bNkSgK5du3L33XeXuHqoRo0a7N+/H4C9e/eSnZ1d4D4REZFg0VQ4kXAyaxZcdJFryjtrFjRvHuqIpCRiYmDvXrcyW7QfViybPdtVrhV3rK5doVYtNx1u8GCg8KlaQZ82uXWrq5C4wfcVBr9tdSpzjo+n19rFbFePJSc2NnRT4TzX3VpDiaWI0qCB+z0RjMRSSgqMGQP9+zOtfULgrxfmevfuTa9evTj//POpV68ee/fu5euvvyY+Pr5E43Tu3Jlvv/2Wbt26sXz5ctq1a8dxxx131D4REZFgKXeJpbB5kyWS36efwpAh0K6dSww0ahTqiKSkYjxvsHfsgCZNSjfWli2uz1ZJlqGuVMlVu82c6SqXgrQEfLF+r377rduWtL9SPo+eM4J229bzc6PWpRqnzGjaNHQVS97EUi0lliKKMW46XKATS9bCyJGuQvF//4MXVwb2ehHg4YcfZsGCBXz11VesWbOGWrVqceONN3LhhReWaJyLL76Ynj17snnzZmbMmMHChQsxxhy1T0REJFjKXWJJJCx5K0xOPRVmzAjZ0uFSSt7E0vbtpU8szZ3rtsXtr+TVty988gmsWRO8xrzFMW+em9Z32mmlGmZN/WaccfNrfgqqDIiNhZ9/Ds21N24kG8Nf1fX7KuLExUGgEw9vvumS3C+84Km+VWIJoHv37nTv3t2nc5OSkgDXcykpKYmvv/6ae+65J6f/UkH7RHLLzs4mNTXV9eCyoY5GRMoSJZZEQu3HH+GSS+CEE+Crr6BOnVBHJL7KXbFUWnPmuEbXnTqV7Lx+/dz266/DK7E0fz507+6qqsR/YmPdNMOsLIiKCu61N21iR/XaZEbpViLixMXBlClw8CBUruz/8bduhTvucD3VbrrJ/+MLdevWzVkF7lj7RHJLTU3l2hdncnBPOtUaNAt1OCJShqh5t0go/for9O8PDRsqqVQW+DOxNHs2JCSUPFnQpg20aOEqBcJFejosX17qaXBSgKZNXVLpr7+Cf+2NG9miFeEiU9u2kJ0Na9cGZvy//Q327YNJk3xq1i8igVOlVj0q16wT6jBEpIzRX3uRUNm40VWXREW5JEBpp05J6NX3vMkubWJp3TrX9Lak0+DA9U/p29dVPGVmli4Of/n+e9dvpWfPUEdS9sTGum0o+ixt2kSqGndHprg4tw1En6WPP4YPP4QHHnA9A0VERKTMi+j69cIaxoKacUuY27HDJZV27YKkpPCasiS+81fF0pw5butLYgncz9akSW6aZTiYN89NgTv99FBHUvZ4E0ubNkHnzsG99qZNbG3RLbjXFP8IUGKp1oG9cPPtbgrv3Xf7dWwREREJX2FVsWSMaWSMUQMOCS+rV7tqonvugQMHSj9eRgZccIGbgvDJJ65ht5QNVau6r9ImlmbPhsaN4cQTfTu/Vy9XuRQu0+Hmz4f4eNe8W/yraVO3DXbF0v79sHOnpsJFqnr13Nfvv/t12HvnvgrbtsErr6ifmoiISDnic8WSMeYVoD0w3Vr7SAHPVwTWer4A/matXZn/PGPMrcA1QAJwrrX2TV9jEgmI995zjUj/9S/47DN4/fVCKy+KXHb90CG49FJXSfLRR66HjpQtMTFuGpuvrHUVS717u+SQrzF07uwaeJ8Z73ss/rB/v/t5v/PO0MZRVjVs6HrYBDuxtGkTgKbCRbK4OL9WLPVIWcblK2bCP/5R6tUfRUREJLL4VLFkjBkERFlruwPHG2PiCjisA/CetTbB87WykPM6AZOALkCGT69CJJCmToUePVxz7YwM93j06JJXL2Vnw7XXunEmToSLLw5EtBJql1zikoYff+zT6W12bIDUVN+nwXn16wcLF1LzYIh/rf7wAxw+rP5KgVKxIjRqFLLE0taaSixFrLZt/ZZYqnroAOO/ep61dWNdbyUREREpV3ydCpcATPE8ngmcWcAx3YABxphFxphXPBVMBZ1ngEpAP2BGQRczxiQaYxYbYxZnhkszWikf1q6FZctg0CD3Rn3lSrj+enjiCVcRUtweNtbC7be76qfx42HEiEBGLaH0r39Bly5wzTU+TTPpsX65e9C7d+ni6NsXsrLo9ufK0o1TWvPmucqrM84IbRxlWdOmOYmeoNm4EVBiKaLFxbn/jvv2lXqoO799mxbpWxnd/zY3HVhEyjSbnU1qaipbtmwhOzs71OGISBjwNbFUHfDexe4EGhVwzI9AH2ttV1zi6PxCzpsJDAA2Ap8aY87JP5C1dqK1Nt5aG1+xYkT3G5cI0nL0dB654VEAzvyjDi1HT6fl+G9pGXMxzJjhGm937w733gsHDx57sEcfheeec9OB/vGPwAcvoVO5slsRKTraJST37i3R6WesXw6tWkHLlqWLo3t3qFaNM1OWlm6c0po/Hzp0gDp1QhtHWRYbG7qKJU2Fi1zeBt5r1pRqmI6bf+P6xZ/ydqf+LGp2sh8CE5Fwd3BvOne+v5hrX5xJampqqMMRkTDga2JpL+D9SKpGIeOssNZu8TxeDMQVdJ61djLwIJAOTAcu9TEmEb877/cF/NyoNRvrNM73xHnw889w9dWuAqlzZ1i8uMAxrlz6BYwbB8OHu2oWX/vmSORo3hzefx+Sk+GGG1zFWjFUyPZUGJV2Ghy4BFdCAj3XhTCxdPgwfP89nHVW6GIoD0KVWKpZk4zKasgesbyJpVI08K6YlckTM/5Lao16PJ5wnZ8CE5FIUKVmParUqhfqMEQkTPiaWPqJI9PfOgIpBRzzljGmozEmCrgYWH6M8+KANcDBUsQk4lcN9u4kflMyX7btXvABderAq6/C9OmQlgbdunHnvLeolHU455D+v37LP2e+5FaBe+UV12RXyoc+feCRR2DyZPjvf4t1Svu/1lH7YEbpp8F59e3L8WmbabrrL/+MV1JLl7ppNuqvFFixsbB9e9GVk/60cSMcd1zwrif+500slaLP0vm/fcsJ29fzUO9E9irJKCIiUm75+i53GjDcGPM0MBRYZYzJvzLcw8BbwDJggbV2VgHnTTfG1AK2Ar8AicAsH2MS8atzf18AwJdtexz7wPPPd9VLV13FbQsm8+kbd3DS1tX0SFnGfz7/N0uangBTpmjp5fLoH/+Aiy6Cu+92U8KKcMb6Ze7BOUfNCPZN374AoZsON2+e2yqxFFhNm7rtli3HPs6fNm06cl2JTLVqucbvpUgsXbf4M9bUa8rMtt38GJiIiIhEGp8aFllrdxtjEoC+wJPW2q24iqTcx/yMWxnuWOft8jz1tWfbyZd4RALhvN+/Z02941gd06zog+vWhddf5/q9LRj/1fNMe+suDkdVZF3dplw/+AFWVNMnueVShQrwxhuumffQobBkCTRpUujhPdav4PeY5rRt3LjQY0qkfXu21qhHz3VLmdzxXP+MWRLz57uqCH+9nhJqOXp6gftTHr8gyJEEWGys227eXPreXMW1aZP/KuskdOLiXGKpQclP7bT5N07d8hv39xmJNarGFRERKc987oRtrU3jyApvAT9PJKh27KDbnyuZcPqlJeqJNKdNV/o1fYFxcyZx4l/ruG7wA+yuUiOAgUrYq10bpk6F00+HIUNg7twCq9cqZR2my8ZVTDmlL239dW1j+LblqfRevYgK2VlkV4jy18hFX9pmu8TSoEFBu2a55U0sBWtluKwsVx113HFQjhdqLROJy7g4txhFEYW5Bbn2p0/ZHV2Nj05WglFERKS800dMIgX57DMq2uyip8EVYFfVmtx9wR1ccN1/+UtLcQvAySfDpEnw3Xfw978XeEjHLb9T7fBBvm/R0a+Xnt+yE3UP7OGk1LV+Hbcocdv/dL3HNA0u8LxT0oLVwDs11SWXNBUu8sXFwdat1Di4r0SnNdyzgwt+/ZYPOvQNegN3Y8wrxpgFxpixJTnGGNPIGFP0nGQREREpsYAnlopzA+A5rpExJsTrYot4TJ3KxloNWNm4TagjkbJi2DD4v/+DZ5+F99476ukzUpaTjWFh81P8etnvWnYCoGeQ+yx13bDKPdCKcIFXrx5ERwcvseStjFJiKfK1dfWRLdJK9rNz5bIvicrO5s3TgludZYwZBERZa7sDxxtj4opzjDGmLvAGUL0Y19B9q4iISAkFNLFUnBuAXP4NVA1kPCLFsmcPzJzJV217lGganEiR/vUvOOMMuOEG2m5LyfNUjz9X8HPj1n6fOrm9el1+adgq6Iml0zf87BIPwer5U54Z46bDBWsq3MaNbqtV4SKfZ2W4ViVJLB08yBXLZjCndTzr68YGIqqKxpjFub4Scz2XwJF2CjM5stIwRRyTBVwG7D7WhXXfKiIi4ptAVywlUPQNAMaYXkAGbnW4gp5P9N5gBCJIkTxmzICDB/mybfdQRyJlTaVK8MEHUKsW//v4MWoezACgyuEDnLrpV79Pg/Oa1/JUOm9MpuqhAwEZ/yjW0mXjKletpORscDRtqoolKbk2riq3ZUkSS5Mn02BfOq/FXxSgoMi01sbn+pqY67nqgDeDuhNoVMD5Rx1jrd2da8GYY0nAD/etnmNy7l23bdtWjEuLiIhErkAnloq8ATDGRAPjgNGFDWKtnei9wQhIlCK5ffQRNGzIT01PDHUkUhY1aQJTptBsVypPTX8GY7PpsvEXorMz+b55h6LP98G3LU8lOjuT0zesDMj4+TVP30rjvTvVXymYYmODm1iqVAka+LCUmARcy9HTC/wqULVq0LRp8SuWrIX//pc/YprxXYAS4UXYy5EqoRoUfB9bnGMK45f7Vsh779pA/6+IiEgZF+jEUnH+uI8GXrTWpgc4FpGiHTgA06fDxRcHdQUtKWd69uSxc66n3x8LuemHj+ixfgWHK0Tx43EnBeRyPx7XnoNRlTh73ZKAjJ9f143qrxR0wZ4KFxsLFbT+R5kQF0erncX82fn+e/jpJ17vPDBU1Yg/caSKqCOQ4uMxhdF9q4iIiA8qBnh87x/3hbg/7r8VcEwfoJcx5hagkzFmkrX2hgDHJeVQsZaG/vpryMhwS6TPLcfraEvAvdb5Qk7d/Bt3z3uLHdVqszS2HfujqwTkWgcrVWZu63gu/OUbxidcz6GKlQJyHa+uG34mrUpN6p6oqr+gadoU9u51PeJq1gzstTZt0jS4sqRtW1r+UMyk83//C3XqMPWkXoGNqXDTgPnGmFigP3C5MeYRa+3YYxzTrQTj675VRETEB4FOLE2jiBsAa23OR9rGmCT9cZaQmjoVateGc86BuV+HOhopy4xh9Hl/o922FNpt/5N3O50X0Mu906k/5/2+gPN+/45P2ycE9FpdNq7ix2Yn0U8VLX5TZGI81tNEefNmaNcusMFs2gQdQzINSgIhLo56+3dT68DeYy8esGGDmyp+xx3sjwpMErwo1trdxpgEoC/wpLV2K7C8iGN25XouoYhLTEP3rSIiIiUW0Lt+a+1uXCPEhcA51trl+T5Vyn98QiDjETmmw4fh009h4EC3dLdIgO2LrspNl9zH4qYn8vkJge1H9G3LTqTUacJVS78I6HUa7N1Jq7QtLDqufUCvI/l4E0uBng5nrZsKpxXhyg7vynBFTYd76SX33/+WW4IQVOGstWnW2imepJLPxxRynu5bRUREfBDwj5N9/eMuEnTz5sHOnXDppaGORMqRdfWaMviqf7G6fvOAXseaCrzTqT9dN/5Cu20pAbtO1w2uv9KiZicH7BpSAO/UtEA38N61C/bt01S4ssSbWDpWA+/9+2HiRLjoImjZMjhxhYjuW0VEREpO8xREvKZOdSvk9OsX6khEAuKDDn04GFWJK5fOCNg1um78mYxKVVjVqHXAriEFaNLEbQOdWPJWRCmxVHYcfzzZGFrtPMbPzrvvwo4dcNttwYtLREREIkageyyJRIbsbPj4Y+jf3yWXRMqg9Kq1+PzEnlyyak7Amjx33bCKn5qeSFYRqyoWq5m+FF/Nmu4r0ImljRvdVlPhyo4qVdhUuyEtC6tYstY17e7QAc4+O7ixiYiISERQYkn8LiLfMC5cCFu2uNXgRMqwtzudz6U/z4F33oGbbvLr2LUO7KXdtvV80e4Mv44rxdS0aeB7LKliqUxaVze28MTSvHmwYgVMmgTGBDcwERERiQiaCicCbhpcpUpwQRgnv0T8YGlsO1Y1PP5II14/it/4CxWw6q8UKrGxwZsK520WLmVCSt1Y12OpoN8Jzz4L9erBFVcEPzARERGJCEosiVjrEkt9+kDt2qGORiSwjOHtU893FQgLFvh16IHJ8zhQMZplTdr6dVwppmAkljZuhAYNoHLlwF5Hgiqlbiy1DmYQs29XvidS4JNPIDERqlYNSWwiIiIS/jQVTmT5cli3Du69N9SRiATFJ+3PZvz3b7iqpR49/DJmx82/cckvSbzYbTAHKynpEBJNm7rEkrW0HPNFoYeValrypk2aBlcGravnKtBapm1mR/U6R5544QU3/e3mm0MTmIiIiEQEVSyJTJ0KFSq4ZZRFyoF90VXh6qthyhTYvr30A1rL2DmvsK1aHV7sNrT044lvYmPh0CG3elegKLFUJq2r6xJLrXL1Wap66IDrqzRoEDRrFqrQpBAvvfQSCQkJJCQk0KlTJ0aMGEHz5s1z9q1cuTLUIYqISDmixJLIRx/BWWe56R0i5cWoUS4J8dprpR7qgl+/pcumX/j3WcPZW1mrKoaMt+9RIKfDbdyoFeHKoI21G5FpKuRp4H3JL3MhPR3+7/9CF5gUatSoUSQlJZGUlETPnj0ZOXIkw4YNy9l3yimnhDpEEREpR5RYknKt9Y4N8MsvWg1Oyp+TTnIJ1QkTIDvb93EOHGBM0mv80rAVH5zSx3/xScl5K4kCtTLcgQOuwk0VS2VOZlRFNtRpRMudnsSStVy7+DM47TS/TZeVwNi0aROpqaksXryYzz//nK5duzJixAgyMzOPOnbixInEx8cTHx/Ptm3bQhCtiIiUVUosSbl27u+e5sUXXxzSOERCYtQoWLMGvv7a9zGeeYbjdv/FP3vdQHaFKP/FJiUX6Iol77hKLJVJKXVjOT7NJSXPWL+ctjv+hNtucz2WJGy98MILjBo1ii5dujBr1iwWLVrE4cOH+eKLo/usJSYmsnjxYhYvXkwDVWmLiIgfKbEk5dq5vy+Arl3VP0LKp0GDoGFD18TbF1u3wmOPMTOuGwtadPRvbFJyTZq4baASS95KKE2FK5NS6sbSIm2Lq1b66VO2VasDl18e6rDkGLKzs5k7dy4JCQl06NCBJp7fAfHx8fzxxx8hjk5ERMoTJZak3Ird/Rcdt/6haXBSfkVHw4gR8Nln8OefJT9/7Fg4eJDHEq7zf2xSctHRrldcoKbCecdVxVKZtLZeU6ofPkCXjavovfpH3u10HlTWCo/hbP78+Zx++ukYYxg+fDjLly8nKyuLadOm0bGjkv0iIhI8SixJ+PjtNxgyBH74ISiXy5kGp8SSlGeJiWAtvPxyyc5btgxefRVuvZWUeko0hI3Y2MBVLG3c6LZKLJVJKZ6V4cbNmURWhQq806l/iCOSonz11VecddZZANx///0MHz6cTp060b17d/r0Uc87EREJnoqhDkAEgKVL4dxzYds2+OILtwz6BRcE9JLn/b6A5AYtOTEuLqDXEQlrLVvC+ee7ZcXvvx8qVSr6HGvhjjugXj0YNw6e+D7gYUoxeRNL7QMw9qZNUL061K4dgMEl1NZ5Eksdtq5mWvuz+atmTIgjkqI89thjOY9PPvlkVqxYEcJoRESkPFPFkoTed9/BOedAlSowbx6ccAJcdBG88krALlk/I40uG1bxVdvuAbuGSMQYNcr1S5o2rXjHf/IJJCXBQw9B3bqBjExKqmnTwE6Fa9pUzZzLqM21GnAwyn3e+HrnC0McjYiIiEQSVSxJaH31FVxyiWue/fXX0Ly5e8M6eDDccIP75H3s2KPeyLQcPb3A4VIeL16VU98/fqACli/b9uD2Ur4EkYh33nnQooVr4j1kyLGPPXQI/v53OPFEGDkyOPFJ8cXGQmoqUdlZZPl7lb6NGzUNrgzLrhDFmphmHIyKZllsu1CHIyJ+lJ2dTWpqKqmpqWBDHY2IlEVKLEnofPQRDBsG7du7BFOjRm5/zZqumfANN7ipOZs2wQsvQJT/3iSd9/v3pNRpwq8NWvptTJGIFRUFN90EY8bAr7+6qsHCPP88rF4NM2ZARf0JCTuxsWAt9TPSSK1Z379jb9oEZ5/t3zGLobQfJEjxJQ4ay4GK0aEOQ0T8LDU1lWtfnMnBPelUa6CVkOX/27v7KLmqOtH7352kk0BIE1pCJ80gMxmCD28GMCAhjbQuiDLREUUQxYwIDgqKONG5oyMjXi5c0fEFYYwS4QI6zI2McjOIMEbWEAQMQkADAnYzSNCEpgmGJHQgSSe9nz9OVdKpVHfX++v3s1avU121zzm/feqcU7t27Rep9OwKp+q48UY46yw47rikhVK6Uilt/Hi4+Wb43OfguuvgjDPg1VdLsuvWLf2c+Nwq/vPQOXbpkNLOOy8ZX+m73x0+zbp1cPnlSQund7yjcrEpdx3JODnTXvlTabc7OJi0ILXFUkNbs287L02ye6vUiCa2tjFh8pRqhyGpQVmxpMr71reSL7GnnALLlsGUKdnThQBf/jJcey3cfnuS/k/Ff1l62zMP0zK4g58demLR25IaxgEHJF1Qb755+ErcL30J+vvh61+vaGjKQ6rip71/fWm3++KLsH27FUuSJEnagxVLqpwYk8F+P/3ppAXS7bcnMwyN5pOfTGaJe/RR6OyE554rOITXv9zLB1b9jBf2aeM3HYcWvB2pIV14IWzYAEuW7PnaE08krQc//vGk+6pqU6rF0gGlrlhKDwj+Z39W2u1KkiSp7jlARhkMNx4ENO+YECEOwsKFcPXVcO658L3v5Tc+y/vel7SoePe7Yc4cDnvH53nqgBm5rfvkk/DjH3PnjTdy+IvPAvCVkz9MDNarSrvp7IQjjoBFi5JWhUN95jOwzz5JqyXVrqlTYezY0rdYSlcs2WJJkiRJGfxmrbIbM7iDr9x1TVKpdMklcMMNhQ36+5a3wP33w9ix/PCWzzHnuVXZ08UIv/51MpvcYYclX5Qvu4zNLXvxv956Pp0fv4HvnDDKzFdSMwohabX0yCPw8MO7nr/rrmSA/S9+EfYv8YDQKq2xY2H69NKPsbRmTbK0xZIkSZIy2GKpjtXDTDnjtw/wzTu+xvzuB5KWDl/8YnEDZh9xBPzyl/Qe28nNt17GZ+b/HT85/GRCHOSY57vhs/fAbbfBs88mX7BOPhkuvhje8x7O/NajJcuXVA0VueYXLIB/+Af4zneSwfUHBpLWSoccknRLVe3r6KD9xRJXLK1dm9xTDzigtNuVJElS3bNiSWWz17YtfHfp/+bkZx/l8rf9LV+87LLSbPiggzjznK/yvduu4Nqf/DPv6Pklx679HdP7/5TManXKKfCFLyTd5mxdIeWntRXOOQd+8INkkO5bboGnnoKlS5PZGlX7Ojo44Pe/Lu02166F6dOTyiVJkoA4OEhfXx8A7e3tjBljZxipWXn1q2yu+ck/07n6N/z9aZ/i/xz37pJue9PEffibsy7nPw47mZOffZRVHYfy6Xd+Jpm56M474fzzrVSSCnXhhfDaa8kMjpddBm99K/z1X1c7KuXqwAOZ1l+GrnB2g5MkDbG1fwMLl6zk3EXLdlYwSWpONdViKYTQDqyPMQ5UO5a6ESNz/vA4r7VM4Dcdb6h2NDuNGdzBW559lO8fO59/f+O8suxj67jxXPLXf5+MqZTqXnf1lCll2ZfUVI4+GubMSWZxDAG++c3iurCqsjo6mLKlnwkDW9naMqE021y7NumKLEnSEBMnt9EyvqXaYUiqsoJbLIUQbgghrAghXJpPmsznQgifDCE8HEKYBLzdSqX8jBvcwdd/+g3+x703VzuU3XRsWseEHQP8buqfl39nfuGVSu/CC5Pl+efDrFnVjUX56egA4IDNL5dum2vXOiOcJEmSsiqoYimE8F5gbIxxDjAjhDAzlzTDrHc0cD1wHLC5wHw0re1jx3HTm97FiX94jCP6nql2ODvNWJ9MTf1sm19EpLp09tnJGEtf/Wq1I1G+UhVA0155qTTb27QJXnnFrnCSJEnKKsQY818phGuA/4wx3hlCOBvYK8Z442hpgGOyPNcJ/BroAK6IMb6aZX8XABcAjB8//k1bt27NO+ZiVGImpqL2sXEjHHRQMgbKv/5r3vvIeT/5uOYauOQSeOEFaG8fMWlF46pBNX9+FbmPkfZTqzMbFhJXreYlX16PDXA9PvEEHHkkLFkC739/8dt76ik4/PBkIPcPfrCoTXl+5ffeN+PxCiG8GmOcVO04Smn27Nlx5cqV1Q5jN7Nnz6bWYlL59Pb28vF/XcmWTesZO3EyO7a8snPZv/5F9u34y92eG245XNqW8S1890OzmT59erWzKqlIhX4OFzrG0iRgberxeuDYHNNke24Z8BHgduD2EMKVMcZ7hm4oxrgYWAwwadKk/GvCGt2++8JHP5pU5nz5y0klU7V1dydxOTV102jULzlS3Ul1heP550uzvbWpj227wkmSJCmLQsdY6idpbQSwzzDbyZZmj+dijD8EvgRsAH4KnFFgTM3tkkuS5TXXVDeOtJ4eOPRQxz+SpEqbMgX22mtXhVCx1qxJlnaFkyRJUhaFViw9QtKFDWAWsDrHNMOtNxN4BthaREzN7eCD4cwzYfHiZDyMauvuhjfUzix1ktQ0QkhaLZW6xVK6JZQkSUPEwUH6+vro7e1lcHCw2uFIqoJCu8ItBe4LIXQApwFnhxCuiDFeOkKaE4CY+VwIoRV4AXgSuA64vMCY9JnPJGNqXH89LFxYvThefRX++MekxZJGZRcySSVX6oqltrakFZQkSRm29m9g4ZJ1tLS0cNNF8xxrSWpCBVUsxRg3hRC6gFOBr8YYXwBWjZJmI0C254Cfp5ZHFxJPIyhJ5cLs2XDyyXD11XDxxdDSUvw2C/H008nSFkuSVB0HHgilGph3zRq7wUmSRjRxchst46v03UNS1RXc7SzG+HKM8dZUpVLOaXJZT0X4zGeS1kI/+lH1YujpSZa2WJKk6ki3WCpg5tc9rF3rwN2SJEkaluMZNZr585OWQl/7Wmm+UBSiuztZzpxZnf1LUrPr6Ei6JZdizD0rliSpLg0ODtLb20tfX18yIIkklYkVS41mzJhkfKVHH4V7761ODD09SbeJSZOqs39JanbpiqBiZ4bbtg36+uwKJ0l1qK+vj3MXLePTN93LwMBAtcOR1MCsWGpECxbA1Knw9a9XZ//OCCdJ1ZWewa3YAbx7e5OlLZYkqS5NbG1jwuQp1Q5DUoOzYqkR7bUXfOITcMcd8NRTld13jFYsSVK1lapiKd3iyYolSZIkDcOKpUZ10UUwcSJ885uV3e+6dbBxowN3S1I1pSuWiu0Kt2ZNsrQrnCRJkoZhxVKjmjoVPvxh+P734cUXK7ff9MDdtliSpOrZe2+YMsUWS5IkSSq7cdUOQGX0d38H110H3/42/M//WZl99vQkS1ssKQerr5pf7RCkxtXRUZqKpYkTYb/9ShOTJEmSGo4tlhrZG94A73oXLFqUTDtdCd3dMH48HHxwZfYnScruwAOLr1hasybpBhdCaWKSJElSw7FiqdF99rPw0ktJl7hK6OmBQw6BsWMrsz9JUnYdHcWPsbR2rd3gJEmSNCIrlhrdSSfB7NnwjW8Q4mD59+eMcJJUGzo6oLcXBou4969ZY8WSJEmSRuQYS40uhKTV0tlnc8p/P8TPZ55Qvn1t3w7PPAPvfnf59iFJys2BByb35ZdeggMOyH/9GJOudM4IVzWOQ6dstm/fzowZM5gxYwYA1157LVdffTVPPvkk8+fP59JLL61yhJKkZmPFUjM44ww4+GA++tD/K2/F0urVMDBgi6Ua5JcTqQl1dCTLtWsLq1h66SXYts0WS1KNeeyxx/jABz7AV77yFQBuu+02duzYwYoVKzjvvPN4+umnmTlzZpWjlCQ1E7vCNYNx4+CSS3jzmieY9Xx3+fbTndq2FUuSVH3piqVCB/BesyZZWrEk1ZQHH3yQO+64g+OPP57zzz+fu+++m7POOguAefPmcf/992ddb/HixcyePZvZs2ezbt26SoYsSWpwViw1i49+lE0TJvG3Dy8t3z56epLloYeWbx+SpNwUW7GUHvjbrnBSTTnuuOO4++67eeihhxgYGOCuu+7iwFQFcFtbG319fVnXu+CCC1i5ciUrV65k6tSplQxZktTgrFhqFpMn82+z3s5p3Q/wZxuzFziK1t0NbW2w//7l2b4kKXfTpiXj7BU6M1x6PVssSTXljW98I9OnTwdg9uzZvPTSS7z22msA9Pf3M1jMgP2SJBXAMZaayE1v+mvOX/kfnPfwf3D5KReUfgc9PQW1VnL8H0kqg5aWZGylYrrCjRmTVFBJNSKEcANwOPDTGOMVuabJZb16sWDBAr7whS9w5JFHsnTpUr797W9z//33c8IJJ7Bq1Sre4JAEkqQKs8VSE3mhdX9+cthbeP9jy2jd0l/6HXR3O76SJNWSjo7iusJNm5aM0yfVgBDCe4GxMcY5wIwQwh4jVGdLk8t69eSLX/wiCxYs4Oijj2bOnDmcfvrp/OAHP2DhwoXceuutzJ/vD3aSpMqyYqnJXH/ce5g0sIUP/uY/S7vh/v7ky4vjK0lS7TjwwOK6wtkNTrWlC7g19XgZ0JljmlzWqxtHHnkkjz32GI8//jhXXnklra2tLF++nBNOOIF77rmHfffdt9ohSpKajD9DNpkn22dw/8GzOPeR27nhuHczMLalNBtOD9xtiyU1qUbp0tko+VBKRwc89FBh665Z448FqoZxIYSVQ/5fHGNcnHo8CUjXlK4Hjs2yfrY0uaxX1/bbb7+dM8NJklRptlhqQtcfdzrT+tdz8u8fLd1GnRFOkmpPRwe8+CIMDOS/7tq1zginatgeY5w95G/xkNf6gb1Sj/chezk2W5pc1pMkSQXyg7UJrTh4FlvHjuO4NU+UbqPd3cnsQ4ccUrptSpKKk+7K1tub33r9/bBxo13hVGseYVc3tlnA6hzT5LKeJEkqUNm7wo02C0cIYV9gCTAW2Ay8P8a4rdxxNaPdurg8+GY+tuN5Plaqbi/d3XDwwbDXXqOnlSRVRkdHsnz+eXj963NfLz0ukxVLqi1LgftCCB3AacDZIYQrYoyXjpDmBCBmeS4ry62SJOWvrC2WcpyF4xzgGzHGecALwDvKGZNS5s6FRx6B114rzfZ6euwGJ0m1Jl2ZdMstEGPu66UrluwKpxoSY9xEMhD3g8BbY4yrMiqVsqXZmO25bNu33CoVJw4O0tfXx+DgYLVDkVRh5e4K18Uos3DEGBfFGH+e+ncq8GKZYxJAZ2cy5sbDDxe/rRiTFksO3C1JteWII+DCC+Ff/gXOPx+2b89tPVssqUbFGF+OMd4aY3whnzS5rIflVqkoW/s38Inv/Zy+vr5qhyKpwspdsZQ5C0f7cAlDCHOA/WKMD2Z57YIQwsqMWUJUjBNPTJYPPFD8tl54IRmPwxZLklRbQoBvfxu+9CW48UZ473vh1VdHX2/NmmRpxZKaS0nKranXd5Zd161bV/pIpRo1YZ8p1Q5BUhWUu2Ipp1k4QghtwLXAedlejzEuTs8OUpYom9HrXgeHHQb331/8trq7k6UtliSp9oQAl10GixbBHXfAvHnw8ssjr7N2LUyZApMmVSREqUaUpNwKu5ddp06dWvJAJUmqJeWuWBp1Fo4Qwnjg34HPxxifK3M8GqqzE375Syi2H3RPT7K0xZIk1a4LL4Rbb026QJ900q7ubtmsXWtrJTUjy61SiQwODtLb20tvb69jLklNoNwVS0uBBSGEbwBnAU+EEDJn2DgfOBb4QghheQjh/WWOSWlz58KGDfDkk8Vtp7s7mQ3uoINKEpYkqUze9z646y74wx+SLtG/+132dGvWWLGkZrQUy61SSfT19XHuomWcu2iZYy5JTaCsFUs5zt7xnRjjfjHGrtTfD8sZk4boTP0oV2x3uJ4emDkTxpS7nlKSVLS3vQ2WL4ctW5LPgYce2jPN2rXOCKemY7lVKq2JrW1MbG2rdhiSKqDsNQE5zsKhapgxA9rbix/Au7vbbnCSVE+OPTa59++7b1LR9LOf7XptYCCZlMEWS2pCllslScqfTUyaWQjJr9XFtFjatg1+/3sH7pakenPIIUnl0iGHwDvfCf/2b8nzL7wAMVqxJEmSpJyMq3YAqrK5c+HHPy58oNZnn4UdO2yxJEn1aNo0uPdeOP10OOccWLcO3vzm5DW7wklS3RkcHNw5ppGDZkuqFCuWml16nKUHHoCzzsp//e7uZGmLJUmqT/vumwzofc458OlPJz84gC2WJKkOpQfNjnGQvz/5zyBWOyJJzcCucM3u6KNh770LH2eppydZ2mJJkurXxIlw663wsY/t+jywYkmS6tLE1jZCGMM/3vILBgYGqh2OpCZgi6Vm19KSdHsodJyl7m6YOhX226+0cUmSKmvsWPjOd5IKpWXLYP/9qx2RJKkI4ye1VjsESU2iZloshRDaQwgt1Y6jKc2dC7/5DbzySv7r9vTYWkmSGkUI8E//BPfdlzyWJEmSRpF3i6UQwg3A4cBPY4xXDJNmHPD71B/AxTHGxzPXDSF8Evgw0AW8Pcb4/QLyoGJ1dsLgIPzqV3DKKfmt290N8+eXJy5JUkNZfZWfF5LUyGLcNXg4EfA3Cqkp5NViKYTwXmBsjHEOMCOEMHOYpG8E/m+MsSv19/gw6x4NXA8cB2wuOBcqzpw5MGZM/t3hNm6Evj4H7pYkSZLEts2bWLhkJZ++6V7Hd5KaSL5d4bqAW1OPlwGdw6Q7AXhnCOGhEMINqRZM2dYNQAswD7grz1hUKq2tcNRR+Q/g7cDdkiRJkoaYOLmNCZOnVDsMSRU0YsVSCOG6EMLy9B9wMbA29fJ6oH2YVR8GTokxHk9ScfRXwKQs6y4D3gmsAW4PIbx1mDguCCGsDCGs3L59e86ZUx46O2HFCsjn+HZ3J0tbLEmSJEmS1JRGrFiKMX5sSHe2LuAaYK/Uy/uMsP5jMcbe1OOVwEygP3PdGOMPgS8BG4CfAmcME8fiGOPsGOPsceOcyK4s5s6FzZvhscdyX6enJ+lCN2NG+eKSJEmSJEk1K9+ucI+wq/vbLGD1MOl+EEKYFUIYC5wOrBph3ZnAM8DWAuJRqXSm3pp8xlnq7oa/+AuYMKE8MUmSJEmSpJqWb/OfpcB9IYQO4DTghBDC4cAHY4yXDkl3OfBvJGMo3R5jvDuE0Jpl3VbgBeBJ4LrUeqqGgw5K/h54AD71qdzW6elxfCVJkiRJkppYXhVLMcZNIYQu4FTgqzHGjcBG4NKMdL8lmRlutHUBfp5aHp1f6Cq5zk64916IEcIoc4MODiYVS11dFQlNkiRJkiTVnry7nsUYX44x3hpjfKGS66oC5s6F55+H554bPe3zz8Orr9piSZIkSZKkJuaYRtoln3GWnBFOkiRJkqSmZ8WSdjnySGhtTcZZGk1PT7K0YkmSJEmSpKZlxZJ2GTsW5szJvcXSpEnQ0VH+uCRJkiRJUk2yYkm7mzsXnngCXn555HTpGeFGG+RbkiRJJbNx40ZOO+005s2bx3ve8x62bdvG61//erq6uujq6uLxxx+vdoiSpCZjxZJ219mZzAq3YsXI6bq7HbhbkiSpwm655RYWLlzIsmXLmDZtGldddRUf+MAHWL58OcuXL+eoo46qdojSTnFwkL6+Pnp7exkcHKx2OJLKZFy1A1CNOf54GDcu6Q73V3+VPc3WrbB6NXzoQxUNTZIaweqr5lc7BEl17KKLLtr5eN26dRx00EHccccd3HPPPRx11FFcd911jBu3ZxF/8eLFLF68eOd6UiVs7d/AwiXraGlp4aaL5jF9+vRqhySpDGyxpN1NmgTHHDPyAN7PPAODg7ZYkiRJqpIVK1bw8ssvc+qpp3L33Xfz0EMPMTAwwJ133pk1/QUXXMDKlStZuXIlU6dOrXC0amYTJ7cxsbWt2mFIKiNbLGlPnZ3wne/Atm0wfvyer3d3J0tnhFODskWJJKmWrV+/nosvvpgf//jHTJs2jQkTJgAwe/Zsnn766SpHJ0lqNrZY0p7mzoUtW+DRR7O/3tOTLG2xJEmSVFHbtm3jzDPP5Mtf/jIHH3wwCxYsYNWqVezYsYOlS5cya9asaocoSWoyVixpT3PnJsv778/+enc3TJsGra2Vi0mSJEnccMMNPProo1x55ZV0dXVxxBFHsGDBAo4++mjmzJnDKaecUu0QVUGDg4P09vY6OLakqrIrnPY0bRr85V8m4yx99rN7vt7TYzc4SZKkKrjwwgu58MILd3vusssuq1I0qra+vj7OXbQMgJsumlflaCQ1K1ssKbvOzqRiKcY9X+vuthucJEmSVAMmtrYxYZ8p9PX10dfXB1mK75JUTrZYUnZz58LNN8PTT+9eibR+Pbz0ki2WJEmSpBqxtX8DC5esY3DLZvaeelC1w5HUZGyxpOw6O5Nl5jhLDtwtSZIk1ZyJk9uYMHlKtcOQ1ISsWFJ2b3gDtLUl3eGG6u7e9bokSZKkiksP2m3XN0m1wK5wym7MmKQ7XLYWS+PGwV/8RXXikiRJkppcetDura9ssOubpKqzxZKGN3duUpH04ou7nuvuhhkzoKWlenFJkiRJTW5iq13fJNUGWyzlYPVV86sdQnWkx1n65S/h9NOTxz09jq8kSZIkSZIAK5Y0ktmzYcKEpDvc6afD4GAyS9y8edWOTJKkutO0P1RJUsrg4GAyLhTQ3t7OmDFjsj4nqb541Wp4EyYklUvpAbz/+EfYssWBuyVJkiTlLT021LmLlu2sTMr2nKT6YsWSRtbZCY88Aq+9tmtGOLvCSZIkSSrAxNY2Jra2jfqcpPphxZJGNncuDAzAww8n4yuBLZYkSZIkSRLgGEsazYknJsv774feXpg8GdrbqxuTJEmSJEmqCVYsaWSvex0cdlgyztLAQNJaKYRqRyVJkiSpTsQhA3QTIcbk/3Z/sJYaghVLGl1nJ9x6K7S2wkknVTsaSZIkqemkZ0+rx8qYrf0bWLhkHYNbNrP31IPYseUVPvG9Hn50af3lRdKeHGNJo5s7FzZuTGaFc3wlSZIkqeL6+vo4+6oldTtz2sTJbUyYPGXn/xP2mTJsWkn1xRZLGl1n567HVixJkiRJVTF+n31361JWz9Ld4ZJ/AEfbkOqWFUsa3YwZyYDdfX1w6KHVjkaSJElqStv6N7FwycqdXcrq2bbNu+elZXxLtUOSVCC7wml0IexqtTRzZnVjkSRJkppYZpeyetZIeZGamS2WlJtLLoHDD4d99ql2JJJUNquvml/tECRJkqS6YsWScnPSSc4IJ0mSJFVYeja4eh20W1Ljs2JJkiRJdSmEcANwOPDTGOMV+aQLIbQDP4ox+suZalpfXx/nLlrG1lc2sH37QLXDkaQ9OMaSJEmS6k4I4b3A2BjjHGBGCCHrQJDZ0oUQ9gNuBiZVLmKpcBNbm2csosHBQXp7e+nt7WVwcLDa4UjKgRVLkiRJqhXjQggrh/xdMELaLuDW1ONlQGce6XYA7wc2FR2xpJJKt9A6d9Eyu/9JdcKucJIkSaoV22OMs7O9EEK4DnjDkKdOBm5IPV4PHDvMNicBa4emizFuSm2z6IAlld7E1rZqhyApD1YsSZIkqebFGD829P8QwreAvVL/7sPwLfH7c0wnVVV6kG6A9vZ2xozxVJVUH2rmbhVCaA8htFQ7DkmSJNWFR9jV/W0WsLrIdFJV2QVMUr3Ku2IpVQF0Xw7pbgghrAghXDrccyGET4YQHg4hTALeHmN0mgNJkiTlYimwIITwDeAs4KchhMNDCJmzw+2RrqJRSlkMN0D1xNa2nd3A0mn6+vogVivS2uCA3lJty6srXK4zaAydfSOE8H9Ss3QcleW5o4HrgeOAzYVkQJIkSc0nxrgphNAFnAp8Nca4EdgIXJpDuvRrXRUKV9pNunVSjIN89X3H0N7evrPCJKa6xPX19fEPP1rF1v4N7D31oCpHXH5xSFdAIsSY/J/uIvj52x6HADddNI/29na7DUo1JN8xltIzaPzHKOm62HP2jWOyPBeAFmAekPnr0k6pGUEuABg/fnyeIUuSJKkRxRhfZlf5suh0UiVNbG1jy6b1LFyykpaWFr5yxiwAtvZvYOGSdQxu2czeUw9iQpOMMZ+Z7x1bXtn5/+YNLzF15jG0jE9GTklXzEFS0TR9+vRqhi41vRErlrLMvvFfMcbLc5hBY4/ZN4Z5bhnwEeB24PYQwpUxxnsyNxZjXAwsBpg0aVKTNwSVJEmSVOvS3bcAxowZM2zLmomT2xg3bizr1q3b2eVt4uQ2drQ03/CzmflO/z8wsA3YvVXTxMltu7VqGhwcZMyYMSMe60wOmC6VxogVS5mzb+Qh2+wbezwXY/xhCOE5YAZJf/czgD0qliRJkiTVjkK/kBeyXuY6QFkqA9L7GbqPdPe0dGVF5vPpljLZ0vb19XHGZdez9/4HMm7c2J1d3tLbGWpr/wb+8ZaVTJ15TEny0qhGa9U0edrBWY91tvMn/R5la/k09FwY7fzKNW0pzn0rvpQpn3O1nPLtCper9OwbD5L0c58MrBry3CygO5V2JnAmcCSwrkzxSJIkSSMKIdwAHA78NMaYdZiGXNJUw/nnn8+TTz7J/PnzufTSS0dfoUiFdkUqZL3MdYCydIPq6+vj7KuWsORzZ+/cx9ZXNjBm4iRaWlp22/fWVzYwMLCNH136oRHTTpi0b9LqZssrO7u8pV/LNH5Sa0ny0ehGatU03LHOPH+Gvs/pwdKHGnoujHZ+5Zq2FOe+Xf6UKZ9ztZyKrlgKIRwOfDDGOPQTbClwXwjhLSStkQ4G/gU4P4TQAZwGnBBCaAX+EtiU+usPIcyMMT5dbFySJElSrrJNPpNZJs0lTTXcdttt7NixgxUrVnDeeefx9NNPM3PmzIrtf+eAy3mmzXW9kdbJZ9+57me4bWZ7frS0WzdvZOwr6xncspkxEyft9tqWTeuTyqiBAQa3bGbb5k1sSadNPZe5zCVNI22v4H1nHOts79fQ92G413I5v3JNW+pzX4LaOS9CjOUZsig1g9wtwC0xxltCCGcDryNplfSLGOMLqXTXAP8ZY7wzlWavGOONGdvaOXg38CZguDkmA807GWexea/nY1fLsVcitlrOf7mk89yMeU8rR97r6XjWS6xjgFdLvM1xwPYSb7NeNHPeoTnyv1eMsSpt+XMsk46aJpVuaNn1SOC3ZQ7/IJIfaTcC+5Hce/6UkWZ/YGrq8URgS5ljKkQ+53gtXg+1GFM+0o0O6jUPtXz8c4mtluPPRaXjL/X+PP6Jgj6Hy9UVjhjjyyGEXnZ9kK4H/jzG+O2MpNkG9c7c1s7Bu0MIK2OMs7Ptc6TXGl2xea/nY1fLsVcitlrOf7mk89yMeU8rR97r6XjWS6zN/j6VWjPnHcx/BYxaJs0xTc5l11JJdc+7Jsa4KoQwDzg2xnhVOfdZDvkcq1q8HmoxpnyEEFYC1Gseavn45xJbLcefi0rHX+r9efx3baeQ9cr9i1C2QbwLSSNJkiSVUz2XW2s1LklSEyj3h056EG9IBuxeXWAaSZIkqZzqudxaq3FJkppA2brCpSwlGcQ7PWD32SGEK4YZ6HvnoN6jbHNxga81umLzXs/HrpZjr0RstZz/clmcsWxG5ch7PR3Peom12d+nUmvmvIP5L7ellL7cCpV535aSf1y1KJ9jVYvXQy3GlA/jL59cYqvl+HNR6fhLvT+PfxHbKdvg3Tt3kAzifSpDBuwuJI0kSZJUTvVcbq3VuCRJja/sFUuSJEmSJElqTA7sJ0mqeSGEthDCqSGE/asdS6U1c94lSZJU+2q2YimEcEMIYUUI4dIc0qwcLW2jCiGMCyH8IYSwPPV31CjpRzyuIYR9Qwh3hRCWhRD+XwhhfHkiL04IoT2EcN+Q/0c9X8ocT077T8X96yL3tTPv+b7/9Wbocc12bg55/VchhHdVO95yGib/eb/3OdwD9gsh3Jm6r15X2lwUJtW94w7geOCeEMLUal/z2WTel4ZJk1fcw+S9Ya/5bIbeN2vxfS+3dP4b/X7fCPIsuzbNOZwpjzJT1nJ+Zlmq0mXXAuJPx131MnZGuSprPrLE3R5C+FMtnLeFXGOVPO45lLFGLbeO8L4U/R2iWMXc40IIiwotq5eq7Frg+VMz5eIc49+jLDrSeqUsu9ZkxVII4b3A2BjjHGBGCGHmcGmAfwb2Bf5muLQN7o3A/40xdqX+Hh8uYS7HFTgH+EaMcR7wAvCOskRdhJB80boZmJT6P5d8lTOefPb/NXZNB1zIvnbLO3m8//Um87gCn2b3c/NsknvA/wDagd9VKdRKybw2P0ee732O5+oC4JYY42xgcghhdgnzUKg3AgtjjFcCPwPeRhWv+WyyXJvZ0hRyr8rM+3k06DU/gq8Be1X7Xl9F6c+Nhr3fN4J8yq5NeA7vlOsxGKWcn1mWqljZNd/4M9JVtYydEdNbgSmZ+Rgm7h8C46p93hZxjVXkuI8W35Bzethy6yjbKOo7RLGKuceFEE4CpsUYf1KO/ZJD2bWI+GuiXJxj/HuURUdar9Rl15qsWAK6gFtTj5exa/rUbGm6gB+n0gyXtpGdALwzhPBQqjZxpJn+uhjluMYYF8UYf576dyrwYimDLZEdwPuBTan/uxj9fCmnnPYfQngbsJnkQ61QmXnP5/2vN13sflz/kHFufojk2v8e8ARwcaUDrKQs1+Z28n/vuxj9XP0TcGQIYQpwEPDHogIvgRjjvTHGB0MIbyFpufN2qnvNZ5N5bWbTRZ5xZ8n7azTuNb+HjPtmF7X3vpdVRv4b+X7fCLrIvew6UppG10VuxyCdrovdy/kfJaMsVeGyazouyC3+nelqoIw9NKZtwHOpx0PzMTRN+ni/bpi0ldZFAddYBY/7aPF1MXq5Nes2SvQdolhdFHD8QwgtJHleHUJ4d5n2m0vZNZftZEtTK+XiLkaPP1tZdKT1Slp2rdWKpUnA2tTj9SS1usOlmQSsTqUZLm0jexg4JcZ4PNAC/NUIaXM5rgCEEOYA+8UYHyxVoKUSY9wUY9w45Kmc81Umo+4/JM1u/4mklUnBsuQ9n/e/3mQ9rulzk+TGfizwJPB9kpt+Q1cuwW75/zn5v/e5XCv3AwcDnwKeSqWruhBCIPnwexmIVPea30OWazObgu5VGXn/NY17ze8my32z2vf6isqS/0a+3zeCfMquI6VpKCGE68Ku7pvLSb5M53IMspXzNwHvY5iyVDnKriWIf490VSxjD40psOt74ND4hqZJH+/fAFuzpK20oq6xChz30eKbxOjl1j22UarvECVQ6PH/G5I8fxU4voCyeqnKroXGXyvl4lHjH6YsOux6pS671mrFUj+7mvrtQ/Y402n6gSmpNMOlbWSPxRh7U49XAiM1T83luBJCaAOuJelyUQ9yyleV9/85YFGMcUOJ953P+19v9jiuGedmP3AksBgYAFaRNO1uWBn5L+S9z+VcvQz4eIzxcpJm2h8pKugSiYlPAI8BJ1Lda75QBd2rMvLe0cDXfKbM+2a17/WVlpn/Rr7fN4J8yq4jpWkoMcaPDem+2QVcQ27HIFs5fwHwq2xlqXKVXUsQ/27pqlzGHhrTdmBC6vHQfAxNswD4FcmXybFZ0lZawddYhY77aPHlUm7Nto1yfYfIV6HH/xhgcYzxBeBfyb+sXqqya6Hx10q5uNDPj2I/d3Jev1Y/0B5hVzOrWSS/VAyX5hGS8TZWj5C2kf0ghDArhDAWOJ3kJjWcUY9rqlb834HPxxify3y9RuVyvlR7/6cAn0j92nV0COH6Eu07n/e/3mQe1z+y+7n5CDCeZPylWSQFpHo5Z/OW5dos5L3P5VzdDzgqtd03k7QOqqoQwj+EEP4m9e8U4Cqqe80XKu97VZa8f7eBr/lMu903gXdRn+97oTLzf1cTvff1KJ+y60hpGl2uxyBbOf9EkjLUcoaUpSpcds03/p3paqCMPTSmAaB1aHxZ0pxIcu+ZBxyWOt7VPG8LusYqeNxHiy+Xcmu2bZTrO0S+Cr3H/TdJngFmk39ZvVRl10Ljr5VycaGfH8V+7uS+foyx5v5IbnSrgG+QNDmbBVwxTJp/Abaklk8B+1Y7/gofqyNJfsV+HLiyBMf1QpLuFstTf++vdh5HyM/yYfJV0XMgl+OaLe4S5T3n97/e/rIc1ytIxpdJn5sfTuW7B3gVeAg4sNpxl/F4ZF6bl+X73ud4DziepO9/P0l3u31qIO/prn+/ABaRDORatWt+lFiXp5aHj/C5lXPcWfJ+VKNe86Md12rf62sg/w17v2+Evxzvr017Do90DEa5X2aW82elygPLh6StWNm1gPiHpqtqGTsjpu7U34MZxzVb3K2pMkFVz9tCr7FKHffR4ku9PrTcugr41mjxZ7y+vByxl/n4Tyap2PsFsII8y+o57nfUsmsR8ddEuTiX+LOdJ6OdU0PTU2TZNaRWqDmpUcpPBX4Rk6ZzI6VZRXJwh02rRC7HtR5VO1/V3n+jGu24etzz1yjHrF7zUa9x1wqPn2pZnmXXpj2Hcz0GtVrOLyD+mogbdo+JZNykPeLLFnet5KXWr7FSlFtr5VhnU634S7XNZjj+pVwv3/VrtmJJkiRJkiRJta1Wx1iSJEmSJElSjbNiSZIkSZIkSQWxYkmSJEmSJEkFsWJJkiRJktSQQghXl3h7y0u5PakRWLEkSZIkSWpIMcZPVzsGqdGNq3YAktRMQgh7AbcBbcAzwG+BecDDwBtjjG8PIUwAbgI6gDXAR4B/BJbHGJeHEM5Nbe7PgTcDewPrgLNjjNsrlhlJkqQakSpj/TvQCvwJODPGuD2EsDzG2DUkTWY5bDzQApyUWvcdQD/wI2AS8N8xxo9UNjdSfbHFkiRV1v9HUlnUCRwSY/zfwAnAihjj21Np/hb4bYzxZOBp4LwRtndfKl0f8O7yhS1JklTTDgcGY4xvAW4E9smSJls5jNTjt5BUOr0NmA5cC5wC/HkIob3cwUv1zIolSaqstcCbgF8A30o999sY421D0hwO/Cr1+EHgsIxt7DXk8SOp5WMkLZgkSZKa0aPAb0MIy4C3A69mSZOtHAbw/dTyDyQtmAaAjwK3kLRuGlr2kpTBiiVJqqx3AP8rxjgnxnhL6rn+jDRPkLRiIrV8AtgGTB2yjbTjU8tjgP8ufbiSJEl1YRbwQIxxHrAfSde2TNnKYQCbM9KdT9IV7gNZXpOUwYolSaqsXwPXhhD+K4SwJIRwZJY01wNHhBB+AcwkGW/pduDiEMJ3ScYNSDsuNTvJFOCOcgYuSZJUw1YDnwoh/BKYBqzMkiaXchjAz4HPA/+V+v/AUgcrNZIQY6x2DJLUNEIIf0vy69dA6u9rMcblBW7rS6QG9C5VfJIkSY2qlOUwSbtYsSRJkiRJkqSC2BVOkiRJkiRJBbFiSZIkSZIkSQWxYkmSJEmSJEkFsWJJkiRJkiRJBbFiSZIkSZIkSQX5/wHCedeGEuuF2AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GmH8Dr1lrt3rG9gL+ApxZ8BrW2j2evgJfA98YY/5krV1W4Pp/B/p4hp+Lq5oSERERCbpQP8/peUikfJRYEpGqriaurPlGz9cDgEeNMTm4X/4Gl3iZaYz5CHgTV9pcF5cUyvJxzVhcmfTnnq+Tgds8+3d69kUBn3mmwt1X4NzdwNPASuB94B/Ai9bax4wxnYDngd+L+V52A9fhHqzOAbYC870HjTG1cH2Vbgcesta+XeDc8z39Ap7A9Vrq6enhNBoYBcwxxtTx/Dx2ec5pjHvI6gbkeu7RCpgCJAITPcmwY3Dv5lmgDTDMWyklIiIiEgQhe54DZqPnIZFyUWJJRKo0a+0CYIEx5kbP15Mo+d2rjgDGmEeAbGvti37cZra19mJPqfULnn21cRVC+3FT5LzuBi4A9nu+rgt0NMacj0tG1QN6AB/gSrhrGWPOAhKADdbaFZ4Hlkdx/QW+KHDtHFwvpUzgNmPMbT5iXY3nnTVr7W5jzIme6XFjPI0vN3i/Z2PMl8Bv1trRnq87AROAF4F7rbWdPftXAKdbaw8YY97GR98CERERkUCF+nlOz0Mi5aPEkohUK55S5w+BpQV2NwWmWmvvKrBvANDAGHNdkUtMt9b+1XOt4cANQA1jTBouMdTAGDPKc82OuD5J87wnW2tH4d4R88bzJ+AYa+0jPsJNwa0idwUFptNZa+cYY1oDbXEVSt79ucBIzyoonXBJrvdwfQjOwq0+94O19kCBcwo+9JyDayrulQCsL/D1TuABa+04Y8y9PuLNv2wJx0RERETKJZjPc6DnIZHyUmJJRKqbw8AMa+1g7w5jzMVA94KDrLVdi55ojLkb1wPJO2a0MWY+cLW19g5jzAO4cupDwABr7X7PeQWvcQLwMa48OxdogatK6o0ru64H3GWtnY6bKve+tTbXGDO5wDXa4KqZDuAqnoq+I1bSg4zPY8aYi4Aoa216gd2tOLKyCtbaDCDD82XBvlHea8QATfCsSCciIiISIkF7nityTM9DIgFQYklEqosYXOLG4voNzStwrBHwX18neRpBgpvb3wf4T4FjLYAxgHcZ24+BccAmYGyBy9Tw3Bdr7W9AhwLXKLZiyVOBlD/UM/4PuD4Az+KSU+nGmH8AH3sTWWXleYj6N653E8aYBsApwAFr7cFiTqtV4PNo3M9nMa4fweJA4hAREREpRdCf5wqM0fOQSICUWBKR6iIO9zBSE1cmXfQdrrOLOe844FcgG5iLa9To1RJ41Fo7F8Bau9wY8xfgJVzTSDzL09YGsowx7XAPPLs5UjnUGIjxVCx5xQJ3WmvTCuyLAYbgkljXWWtneK6fAfwfsNoYcw6uuXdj4GfcA9YFuAewWsAgoLkxZjXwkbX2fmPMi0Bv4EJr7U+ee90MXI1bYrc48QU+r4n7fdLeWnu4hHNEREREyiMUz3PoeUikfIy1mvopIlISY0xUkeqh0sbX9D5QGGNigX02SP/ZGmNiivQBKO/16uPeidMDkIiIiFRZJT3P6XlIpHyOmhMabMaYFsaY2aWMGWOMmWOMGRnqeEREyqosSSXP+MMFPt8brKSS53pBXWHEWrtbD1EiIkfo2VWkairpeU7PQyLlE9LEkjEmDngHN62juDEDcQ3SegDJnqkiIiIiIiIVSs+uIiIiZRfqiqVc3DLZu0oYkwqM93w+FbcktoiIiIhIRdOzq4iISBmFtHm3tXYXFF5q24dYjizfuB3oUnSAMWY4MNzzedc6deoEN1ARERERCbt9+/ZZa23IWzUUJxTPrrGxsV1POOGE4AZaThkZGSQlJYU7DBERiTA//fRTQL+HI2FVuD2AN1NUDx9VVNba0bjltYmNjbV79+6tuOhEREREpEIYY/aHOwY/lOnZNSUlxc6bN6/okLBKSUkh0mISEZHwC/T3cNjeESrgJ46UEHcCMsIXioiIiIhIifTsKiIiUkCFViwZY04ChlprC66gMQmYbYyJB/oC3SsyJhERERERX/TsKiIiUroKqViy1qZ6tkuL/GL2zmVPBdKBc621OysiJhERERERX/TsKiIi4r9ImAqHtTbbWjsesMaYmuGOR0RERESkON5nV2ttVrhjERERCbeAEkvGmIbGmC+MMVONMRONMTHFjBtjjJljjBlZ3D5jzG3GmLnGmFjgD9bawwF9JyIiIiIiIiIiUqECrVi6EvintfZ8IAv4Y9EBxpiBQJS1tgeQbIxp52sf0Bl4E+gGaLk3EREREREREZFKIqDm3dbafxf4shmw2cewVGC85/OpuNUzTvWxzwA1gfOBx33dzxgzHBgOEBPjszhKREREREREREQqWLl6LBljegBx1tp0H4djgQ2ez7cDLYrZNxXoD6wHPjXGnFv0Qtba0dbaFGttSnR0hS5kJyIiIiIiIiIixQg4S2OMaQy8BFxazJA9QB3P5/VwSayj9llrxxlj1gDJwBTP9WYGGpeIiIiIiIiIiFSMgBJLnmbdHwP3W2vXFDPsJ9xUt3SgE7AMV5VUdB9AO+B3oBERslKdiIiIiIgUlpSUxJo1xT3+i/gnMTGRjIyMcIchIkESaMXSDUAX4EFjzIO4CqOa1tqRBcZMAmYbY+KBvkB3wBbdZ4xpgGsAvhR4HXgswJhERERERCSE1qxZg7U23GFIJWeMCXcIIhJEgTbvfhV4tZQxu4wxqUAf4Blr7U4AX/uArz3bzoHEIyIiIiIiIiIiFS+knbCttdkcWQWu2H1StSTdN8Xn/oyn+lVwJCIiIiIiIiISSupnJCIiIiIiIiIiAVFiSUREREREREREAqLEkoiIiIiIhMwjjzyCMYYHH3wwf1+PHj0wxpCWlha+wAo4ePAgt9xyC40bN6Z9+/Z88cUXQT2/vMdFRCJZSHssiYiIiIio/6IA/Pzzz/mfL126NIyRHO2OO+5g/PjxvPzyy+zcuZNBgwYxf/58jj/++KCcX97jIiKRTIklEREREZEItHPnTgYPHkxubi6xsbGMGzeOESNGsHTpUvr168fIkSMBuOGGG47aF4m8iaU1a9awa9euMEdzxPr163nzzTcZO3YsV155JQDz58/nueeeY/To0eU+v7zHRUQinabCiYiIiIhEoPfff5+77rqLqVOn0rJlSz766CNyc3OZM2cOq1atYvny5UyYMOGofZGoa9eurFmzhr179/Lzzz/TrVu3cIeUb9asWURFRTFw4MD8ff3792f69OlBOb+8x0VEIp0SSyIiIiIiEeiWW26hT58+AGzZsoX33nuPyy+/HIDzzz+fb7/9lrS0tKP2+TJ69GhSUlJISUlhy5YtFfMNFFCvXj2OOeYYli5dys8//8zJJ59c6Pju3bu58cYbiYuLo2XLltx1110cOnQo//iGDRu4+OKLadiwIS1btuTOO+8kLy8PgIyMDIwxLFy4kEGDBlGvXj1OOOEE5syZ41dsGzduJDk5mTp16uTva926NWvWrCE3N7fc55f3uIhIpFNiSUREREQkgs2ZM4fs7Gxat25NQkICAI0bN2bTpk3s3bv3qH2+DB8+nHnz5jFv3jyaNWtWYbEXdNJJJ/Hzzz/7TCzdeOONfPPNN7z77ru89NJLvPvuuzz00EP5x6+88kpWrlzJhAkTeOWVVxg7dixjx44tdI1hw4bRqlUrJk2aRGxsLLfccotfcR04cIBGjRoV2lenTh1yc3PZsWNHuc8v73ERkUinxJKIiIiISITavn07t99+O2+99Rb16tVj//79AOzZs4e8vDyf+yLVySefnJ9YOumkk/L3r1q1inHjxjF69Gj69+/PZZddxm233cb7778PgLWWoUOH8tFHH9GrVy8uuugiOnXqxA8//FDo+ieeeCIvvfQSvXv35oEHHijULLwktWrVIioqqtC+mJgYgPyfbXnOL+9xEZFIp8SSiIiIiEgEOnToEJdddhlPPvkkiYmJdO3aNX+q26JFi0hKSvK5L1KdfPLJLFq0iN9++61QxdIvv/wCQGpqKsYYjDE88sgjrF+/nkOHDmGM4fLLL+err76iX79+tGjRgrS0tKOSLsOHD8//vEmTJuTk5PgVV/Pmzdm4cWOhfdnZ2QDUrVu33OeX97iISKTTqnAiIiIiIhFozJgxzJ8/nyeeeIInnniC6667jnfffZeNGzfyxRdfkJ6ejjGGnj17FtoXqU466SSmT59OvXr1aNOmTf5+ay0A33333VGJlOjoaHbv3k2XLl1o3rw5Q4cOZdSoUbz66qtHXf/YY48NKK7TTjuNtWvXsnHjRuLj4wFYsGABtWvXJi4urtznl/e4iEikU8WSiIiIiEgEGjFiBNnZ2aSlpZGWlsY111xDWloa3bt3Z+bMmTRs2JAGDRoctS9SnXTSSRhjOPHEEzHG5O/3Vi/l5eXRuXNnOnfuzP79+/nnP/9JTk4O06dPZ/Xq1XzxxRfccccddO/enRUrVhx1/aLTycoSV9u2bXn++ecByMnJ4Y033uC8884rFGeg55f3uIhIpFPFkoiIiIhIJREXF5e/ClxJ+yKRt1KpaOPutm3bcsUVV3DDDTfw5JNPUqdOHe6++26SkpKIiYmhSZMmAPznP/+hQ4cOvPLKK3z//fcBVyj58vjjjzNkyBB+//13MjMzmT9/PrNnz84/vmzZMmrVqlXsVMPSzi/vcRGRSKaKJRERERERqRAnn3xyocbdXm+88QY9e/bkhhtu4MorryQlJYV3330XgJ49e/Lggw/yj3/8g2HDhhEXF8dNN93EDz/8QG5ublDiuvzyy/nss8/YsWMHdevWZerUqZxxxhn5x2+66SYeeeSRgM8v73ERkUhmvHOaK4vY2Fi7d+/ecIchJUi6b4rP/RlP9avgSERERCQS+PtsYIzZZ62NrYiYKkpKSoqdN29euMMoJCUlhUBjMsZQ2V4/SOTR3yORyBTo72FVLImIiIiIiIiISECUWBIRERGRSsEYM8YYM8cYM7KsY4wxLYwxC0IfpYiISPWixJKIiIiIRDxjzEAgylrbA0g2xrQr45hngToVE62IiEj1Ue0SS0n3TfH5ISIiIiJhF22MmVfgY3iBY6nAeM/nU4GzfJzvc4wx5jxgL5AViqCldFu3bmXo0KHExcXRvHlzRo0aVa7rPfLII6SmpgYnOCA7O5shQ4bQsGFDOnfuzNy5c4N6fmnHly9fznnnnUft2rWpV68ed9xxR9Aak4uIhFp0uAMQEREREfHIsdamFHMsFtjg+Xw70MWfMcaYGGAUcAkwKXihSllcccUV5Obm8t///pdFixZxzz33cMopp3DFFVfkj5k0aRIAF198cYXHN3jwYH799VfeeecdFi1aRN++fVm2bBlNmjQJyvklHd+/fz/9+vWjbt26vPjiiyxbtoznn3+eY489ljvvvDOU37aISFAosSQiIiIilcEejkxlq4fvyntfY+4D/m2t3WGMCXmQcrSMjAxmzJjB/PnzOfXUUznvvPOYPXs2Y8eOjYjE0vfff8/UqVP59ttvOfPMM7n44ouZPXs2r7/+Og888EC5zy/t+AcffEBeXh7ffvst9erVA+C3335j4sSJSiyJSKVQ7abCiYiIiEil9BNHpr91AjL8HNMbuNUYkwZ0Nsa8GdIo5Sjbt28H3HQ4r2eeeYbHHnssXCEVMnPmTBISEjjzzDPz9/Xv35/p06cH5fzSjl944YVMnTo1P6kE0KRJEw4fPlyu70tEpKKoYklERESkjIrrz5jxVL8KjqQK2bevtBGTgNnGmHigLzDYGPO4tXZkCWO6W2s/8B40xqRZa/8U1LilVCeffDKtW7fm2muv5aWXXuKSSy7huOOOyz+emprKrFmz8r9+5513AJeQ8fZR+u6777jllltYtmwZ5557Lu3aHdW7PWAbN27klFNOKbSvdevWrFy5Mijnl3a8WbNmNGvWLP9YTk4OM2fO5LLLLivz9yIiEg6qWBIRERGR8Js3r8TD1tpduObc6cC51tpFRZJKvsbsLHI8NXgBi79q1arFZ599Rq1atbj00ktJSUlhzpw5+cdff/115s6dS//+/enfvz9z585l7ty5dO3aFYCdO3cyYMAAEhMTmTx5Mscddxyvvvpq0OI7cOAAjRo1KrSvTp06bNu2LSjnl/X6b731FllZWdxyyy1+3V9EJNxUsSQiIiIi4ff996UOsdZmc2TVt4DHSMXr1KkTv/32G2PGjOGxxx4jNTWVCRMm0K9fP44//niA/EbXKSmF+7e///77HDx4kPfff5/69evTu3dvvvvuu6DFVqtWLQ4cOFBoX0xMDPv37w/K+WW5/qZNm7j//vsZPnx4UKuyRERCSRVLIiIiIhJ+BSpYpGqKiYlhxIgRLFmyhBNPPJGbbrrJr/OWL1/OCSecQP369fP3nX322UGLq3nz5mzcuLHQvuzsbOrWrRuU88ty/RtvvJGGDRvy9NNPl+VbEBEJq4hKLBljWhhjaoY7DhERERGpQNb6VbEkldMbb7zBH//4x/yvmzZtyqhRo9iwYUOhht7FycvLo0aNwi9boqKighbfaaedxvz58zl48GD+vgULFhAfHx+U8/29/vPPP88XX3zBBx98UCiJJiIS6QJOLHmSQLNLOB5tjFlrjEnzfHTw7B9jjJljjBnp+fo2Y8xcY0ws8AdrrZY/EBEREalOVq4EPxIMUjnVrl2b6dOns2PHjvx927Zto06dOvnT37zjfE0Pa9u2LcuWLWNfgQbvwZwK16tXL6y1vPmmWzBw7969jB07ll69egXlfH+u/9VXX3HPPffw1FNP0b1796B9byIiFSGgxJIxJg54B4gtYVhH4ENrbarnY4kxZiAQZa3tASQbY9oBnYE3gW7A3kDiEREREZFKTNVKVdqAAQOIi4tj0KBBTJs2jQ8++ICHH36Y4cOHY4zJH9etWzdmzJjBV199xYwZMxgzZgwAQ4cOBeDqq69m+vTp/PWvf+XHH38sdI8lS5YcNd3MX7Vq1WLUqFHceeedDB48mG7dupGdnc1dd93l1/VLO7+049u2beOqq66iY8eOnHPOOcybNy//Q0SkMgi0YikXuALYVcKY7kB/Y8yPniqlaNwqHd5milOBswAD1ATOB77wdSFjzHBjzDxjzLycnJwAQxYRERGRiPT999CgQbijkBBp1KgR06ZNIy8vj4EDB3L//fdz9dVXH9VH6Nprr+Xyyy9nyJAh9OvXLz+x0rRpU7766ivWrFlD//79mT9/PsOHDy907oABAxg9enTAMd5zzz28+eabrFmzhjZt2vDtt9/Stm1bv69f2vklHZ81axZbt25lwYIFdOvWrdCHiEhlYKy1gZ9sTFpxy7YaY7oB6621mcaYscAnwEXAv6y1i4wx5wNdgNXAdcCnwEDgCWvtzOLuGRsba/fuDbywKem+KT73ZzzVL+BrSmH6GYuISFWn33VlU+rPq1MnaNkSM3XqPmttSRXxlU5KSoqNtMqTlJSUgKthjDGU5/WDCOjvkUikMsYE9Hs4lM27F1trMz2fzwPaAXuAOp599YAa1tpxwCPADmAKcGkIYxIRERGRSLJrFyxZAmecEe5IREREJAChTCy9a4zpZIyJAi4GFgE/4aa/AXQCMjyftwNWAgdDHJOIiIiIRJIff3SrwvXoEe5IREREJADRwbiIMeYkYKi1dmSB3Y8BH+B6KH1qrZ1mjGkAzDbGxAN9ge6efVnAUuB1z3kiIiIiUh18/z0YA6efHu5IREREJADlSix5+ytZa5cCI4sc+xm3MlzBfbuMMalAH+AZa+1Oz6GvPdvO5YlHRERERCqZ77+HU06Bhg3DHYmIiIgEoMKnnVlrs6214621WRV9bxEREREJklWrYMQIWLEi8Gvk5UF6uqbBVXEZGRkYY8jIyAh3KOWWmprKI488EvTrbtq0iUsuuYTY2Fjq1KnDkCFD8C5Y9Pbbb2OM8fnx9ttvl/leCxcuJDo6Ov/Pw5/rL1iwgDPOOIPY2Fhat27NqFGjyMvLC9J3LyKVXVCmwomIiIhINfLee3DLLbB7NyxeDLNnQ40A3q/89VfYuVONuyUo0tLSyMjI4Nprrw3ZPV5//XXq168f9OsOGjSIDRs28NRTT5Gdnc3f//53mjdvzosvvsiAAQOYO3duofFr165l0KBBdOrUqUz3ycvLY/jw4eTm5ubvK+36+/btY+DAgfTr14+nnnqKX375hbvvvpvGjRtz5513Bv5Ni0iVocSSiIiIiPhn50649VZ4/3046yzo1w/uvx/+/W+47bayX+/7791WFUsSBGlpaaSlpYU0sXT88ccH/ZrTp0/n559/ZunSpbRq1QqArKwsJk6cyIsvvkiTJk1o0qRJoXPeeustBgwYwKmnnlqme7388sv89ttvhfaVdv3p06ezfft2XnzxRaKiojj77LNZunQpn376qRJLIgIosSQiIiIi/pgzB4YOhXXr4LHHXEIpKgpmznSfX3ghtGlT9ms2aQLt2oUmZpFKICUlhTlz5uQnlcAlew4fPuxzfGZmJv/5z3/47rvvynSfDRs2MHLkSJ588kluKyERXPT6W7duJS8vD2tt/pgDBw5Qq1atMt1fRKquCu+xJCIiIiKVSG4u/P3v0LOn+3r2bBg1CqKj3Wpur7/ueiWNGAEFXnj65fvv3TQ4Y4Ift0Ss9PR0YmNjGTt2LOC7B1NaWhqmwN+Lt99+m6SkJPbv38+dd95JfHw8s2bNAuDaa6/FGMOjjz7KrFmzfPYfys7O5qqrrqJevXq0bNmSRx99tFCiZMOGDVx88cXExcXRtGlTrr/+eg4cOHBU7MX1WPL3fF8aNmzICSecUGjf119/Tffu3X2O//e//83pp59Oly5d/Lq+12233cYFF1xAv379ShxX9Ppnnnkmubm5PPbYY+zevZuZM2fy0UcfMXTo0DLdX0SqLiWWRERERMS3tWshNRUeeggGD4aFC4+etpaUBE88AZ9/Dh9+6PelG+3fBcuWaRpcNbNixQoGDBjAQw89xNVXX13m8wcOHMjPP//M/fffz3HHHQfAI488wty5c7nxxhvp0qULc+fOZe7cuQwYMCD/vMGDBzN37lw++OADHn30UZ599lmeeuqp/OMjRoxgxYoVjB8/ntdee42pU6fy3HPP+R1Xec8vaOrUqfzwww/ccccdRx3LyclhzJgx3HzzzWW65v/+9z+++eYb/vWvf5U4ztf1jznmGN58803+/ve/06BBA8477zyuuuqqgP78RKRq0lQ4ERERETna+PEwfLirRnr3XbjqquLH3n47fPQR/PnPcP750LRpqZc/deMy94kad1cbW7duZciQIfTr14+//e1vZT5/zZo1dO/enQ8//LBQNVNSUhJJSUlMnjyZ33//nZSUlELnffvtt0ydOpUFCxbQuXNnAPbt28eoUaO46667qFWrFmvXruXss8+mT58+ALRt27bQPUpT3vO99u/fz6233krfvn0599xzjzr+6aefcujQIQYOHOj3Nffs2cPtt9/Os88+S/PmzUtcnc/X9bdu3co999zDoEGDuOyyy/j11195+umnadu2LXfffXeZvj8RqZqUWBIRERGRI/bsgTvugP/8B04/HT74AJKTSz4nKgrefBO6dIE773SJqFJ03fCrO69btyAFXnVt2rSJQYMGMXv2bF599VXGjRsHwI4dOzj99NN55ZVXSE5OJtnz5/TSSy/RoUOHcIbs09ChQ9m9eze//PIL1toSEy/Wx7TKmJgYnnvuuTInbBYuXEjDhg3zk0rgprTt3buXFStWcPLJJ3PTTTdx++23s3z5crp3707//v05/fTT/b5Hec/3uvfee9m6dSszZ870eXzcuHEMGDCAmJgYv685cuRI2rVrx3XXXVfqWF/X/89//kPz5s0ZP358/s++efPm3Hvvvfz5z3+mZs2afsciIlWTpsKJiIiIiDN3Lpx6Krz9Nowc6foplZZU8jrlFNfE+7334MsvSx3eZcNv0Lkz1K1brpCruuzsbK655hr27t0LuClX3tXPevbsyY033sjixYsZMmRI/v5ITCoBxMfHs2jRIlauXMn48eNLHLt+/fqj9rVq1YqEhISA7l00GeX92pvAGjFiBIsXL6Zfv34sWrSIHj168MILL/h9/fKeDzBx4kRefvll3njjDY455pijjh84cIDPP/+cSy65pEzXnTRpEjNmzMjvPXXssccCcOyxxxZaQa+4669YsYJjjz220M+wQ4cO7Nmzh61bt5YpFhGpmpRYEhERERH497/dtLSDByEtzTXsLmslwgMPwIknwk03we7dxQ6Lysulc+YyTYPzQ1RUFOPGjaNBgwaF9m/YsIFNmzaRkpJCeno6kydP5rTTTuOGG24gJyfnqOuMHj2alJQUUlJS2LJlS0WFX8gbb7xBixYt+Otf/8oDDzzAoUOHAIiOdpMo9u3blz924sSJZb5+7dq12b9//1H7O3fuzI4dO1i8eHH+vlmzZlG3bl3aeVYkvO+++7DW8pe//IVPP/2U4cOH89Zbb/l97/Kev3DhQq6++mpuu+02Bg0a5HPM9OnTOXjwIL179/b7ugCff/45CxYsyP+YMmUKAFOmTOGxxx4r9frNmjVj4cKF5Obm5u/78ssvqVWrFnFxcWWKRUSqJiWWRERERKq7Zctcf6TevWHRIjj77MCuU6uWmxK3bh08+GCxw07YkkHdwwfVuNsPDRo0oGHDhkftf+WVVxgxYgQA3bp1Y9q0afz4448cPnyYzz///Kjxw4cPZ968ecybN49mzZqFPG5fvFOm/vznP7N7925ee+01wFUiNW7cmHfeeYecnBxeffXV/KXuy6Jbt24sWLCACRMmFGpUfdZZZ9GnTx+uuOIKPvvsM9544w0eeughRo4cSa1atQD48ccf+fOf/8y0adP48ssvSUtLy6/s8Ud5zj98+DBXXHEFcXFxDBkyJP/Pad68efnJN4AZM2bQqVMn6vqo8lu2bFmxvZNOOukkOnfunP9x0kkn5e9v06ZNqde/4IILyMjI4Nxzz+X+++9n0KBBPPXUU1x77bXUrl3br+9RRKo2JZZEREREqrt774U6ddwUuPJWIJxxBtx6K7z8MsyZ43NIlw2/HhkrZZaXl8fMmTNJTU0FoGPHjrRq1QqAlJQUli9fHsboSlevXj3uu+8+/v73v7Nr1y6ioqJ46623+PDDD2natCkzZszg1VdfLfN1e/XqxciRIxkxYgS9e/fmq6++yj82btw4unTpwpAhQxg5ciR33nlnoQbib7/9Ng0aNOCKK67gsssu47jjjuPll1/2+97lOX/JkiX8/vvvrFu3jjPPPJNu3brlf2zcuDF/3KxZs+jevbvPa9x000088sgjfsfrS3HXP+OMM/jf//7Hvn37eOmll5g+fTo33HADzz77bLnuJyJVh/HVGC+SxcbGWu8c80Ak3TfF5/6Mp/oFfE0pTD9jERGp6qrU77oZM6BXL3jySbjvvuBcc/duOPlkqF8f5s8n6eFphQ6/8Nn/0X3tElru2goF+rYYY/ZZa2ODE0RkSElJsfPmzSv3dVJTU0lLSwNcAmDixIn5PXwuv/xyHnzwQU455RT69OnDAw88UOJ0qZSUFAKNyRjjs7G2SFno75FIZAr093DIK5aMMWOMMXOMMSOLOR5njPncGDPPGPN6qOMREREREY/cXLjrLkhMhL/8JXjXrV8fXnsNli51Casiumz4jfnxJxRKKkWCyvLc+tVXX3F2gemKDz30EMOGDaNz58706NGjzD14REREyiM6lBc3xgwEoqy1PYwxbxlj2llri9bmDgPet9a+b4z5wBiTYq0t/9s6IlKhinv3HirpO/giItXBO++4nkoffQTB7pVywQUwdCj84x+0G/YCy5slAtBsTzZtdm7inS79uSC4dyyXSH9u9VYrAfzjH/8odOyUU04p1JhaRESkIoU0sQSkAt61RKcCZwFFf0FvA04xxjQCWgPril7EGDMcGA74bFYnIiIiImW0e7drsN29O1x+ud+nlemNhBdegK++4pkv/sWlVz1DXo0oumx0/ZUWJJwQSNShlEoQnluh8LNrwebIIiIiVVGop8LFAhs8n28HWvgY8y2QCNwB/OoZV4i1drS1NsVamxKqQEVERESqlWeegawseP750E1Ja9YMXniBUzOXcfV8l5DqsuE3DkZF83OL40Jzz8AF5bkVCj+7hmsFtkizdetWhg4dSlxcHM2bN2fUqFH5x9LS0jARMC3y7bffZujQodxwww3Mnj27TOdmZ2czZMgQGjZsSOfOnZk7d26h49OmTaNz587UrVuXtm3b8tJLL5XpfBGRSBbqxNIeoI7n83rF3O9h4GZr7WPAb8B1IY5JIpW1MGEC5OSEOxIREZGqbe1aePZZGDLEVSyF0pVXMjO5K/d8M5aEnZvpuuFXlrRsx6HomqG9b9npuTWErrjiCjZu3Mh///tf7r//fp588knGjRsX7rDy3XvvvTz44IMkJyezc+dOUlNTmTlzpt/nDx48mO+++4533nmHSy65hL59+7Jt2zYAMjMzGTRoEJdeeilfffUVN954I3/5y1+YOHGiX+eLiES6UCeWfsKVEQN0AjJ8jIkDOhhjooDTAS0PUF3NnQuXXgoffBDuSERERKq2Bx5wWx+NtYPOGEaefysAT33xLzpkrXCNuyOPnltDJCMjgxkzZvD8889z3nnnceedd3LhhRcyduzYcIcGwKpVq3jxxReZNm0ajz/+OJ988gm9evXirbfe8uv877//nqlTp/Lhhx9y8cUX8/DDD9O5c2def931d//8889JSEhg1KhR9OzZk/vuu48LLriATz/91K/zRUQiXagTS5OAYcaYfwKXA78YYx4vMuZJYDSwE2gMfBjimCRSrV/vtlOnhjcOERGRquzHH+H994+sBlcBNjRszv+dfTU91yykVu5hfko4sULuW0aT0HNrSGzf7mYMbt26NX/fM888w2OPPRaukAqJjo7mgw8+4MQTj/y9bNWqFQcPHvTr/JkzZ5KQkMCZZ56Zv69///5Mnz4dcN93Xl5eoXMOHDhArVq1/DpfRCTShTSxZK3dhWuEmA6ca61dZK0dWWTMj9bak6219ay1fay1e0IZk0SwzEy3nTbNTYsTERGR4LLWJZSaN4f77qvQW4/t0o/58ccDMD/yGnfruTWETj75ZFq3bs21117LhAkTsNZy3HHH0bVrV5/jJ0yYQJ06dQolVrKysrjsssuoV68ebdq04cknn8RaS15eHvXq1eO///0vBw4cICoqigcffDD/vs8880yp8bVp04ZLL700/+tVq1bx6aefctFFF/n1/W3cuJFTTjml0L7WrVuzcuVKAHr16sXvv//O6NGj2bNnD5988gkzZsxg6NChfp0vIhLpQr0qHNbabI6ssCFSvKwst920CZYsgY4dwxuPiFQ7xa12ddRKVyKV1SefwHffwejRUL9+hd46r0YUt1x0P93W/8KWeo0r9N7+0nNraNSqVYvPPvuMSy65hEsvvZQuXbrw8ssv06NHj6PGpqenM2zYMN566y169eoFgLWWgQMHYq1l4sSJrF+/nltuuYW4uDhuvvlmOnbsyK+//kpycjKdOnXil19+ITc3lxUrVtClS5cyxXrxxRczbdo0rr32Wq688kq/zjlw4ACNGjUqtK9OnTr5PZJSUlL4+9//zk033cRNN90EwFNPPcXZZ5/t1/kiIpEu5IklEb9lZkKdOrB/P3z9tRJLIpWEkjEilcSBA3DvvdChA1x/fVhCyGrQlM9OOics95bw6tSpE7/99htjxozhscceIzU1lQkTJtCv35HfFStXrmTAgAHcc889DBkyJH//zJkzSU9PZ+XKlRx77LEAfPPNN7z//vvcfPPNdOnShd9++43ExET69+/Pxx9/zKpVqzh06FCZE0u9e/cmMzOTCRMmcPvtt3P88ceXek6tWrU4cOBAoX0xMTHs378fgN9//50nn3yS4cOH07t3b9LT0xk1ahTHHnssl19+eanni4hEulD3WBLxX1YWnHCC+5g2LdzRiIiIVC3/+hdkZMA//wlRUeGORqqhmJgYRowYwZIlSzjxxBPzq3e8+vbtS1RUFD///HOh/b/88gvWWpKTkzHGYIzh7bffzp8q1qVLF3799Vd++eWX/D5J8+fPJzExkcaNy1Ydd9ttt5Gens5xxx3H3/72N7/Oad68ORs3biy0Lzs7m7p16wLw4osv0qtXL15//XUuu+wynnvuOe68805GjRrl1/kiIpFOiSWJHFlZ0KoV9OkDs2aBnw0TRUREpBSbN8MTT0C/ftC7d7ijkWrmjTfe4I9//GP+102bNmXUqFFs2LChUEPvbt26MXv2bD799FPS09Pz91tradiwIQsWLCj0MdWz4EuXLl1YtmwZS5YsoX379rRt25YJEyb4Xa20f//+QokdYwx9+/blt99+8+v80047jfnz5xdq9r1gwQLi4+MBWLFiBcnJyYXO6dChAxkZGX6dLyIS6ZRYksiRmQktW7rE0v798P334Y5IREQk/PbvhxtvdCu55eYGdo2HH4a9e+HZZ4Mbm4gfateuzfTp09mxY0f+vm3btlGnTh2aNGmSv+/tt9+mXbt2XHPNNdx77735+08++WR27txJkyZN6Ny5M507d2bt2rW89tpr+cdzcnKYNm0a7dq1o3379kyaNMnvxNLYsWM555xzOHToUP6+5cuXk+jnqom9evXCWsubb74JwN69exk7dmx+j6hmzZrx008/FTrnyy+/pFWrVn6dLyIS6ZRYksiQl+eadrdqBamprkT/66/DHZWIiEj4TZsGb74JV10FnTrBxIllWz31l19cs+4RI9x0c5EKNmDAAOLi4hg0aBDTpk3jgw8+4OGHH2b48OEYY/LH1axZE4CHHnqIH3/8kU8//RSA8847j+7du3PZZZfxxRdfMGHCBEaMGIH1/DuoWbMmp5xyCnFxcTRo0IB27dqVqb/SZZddxp49e7j00kuZPn06L7zwAu+//z633XZb/pglS5YcNV3Nq1atWowaNYo777yTwYMH061bN7Kzs7nrrrsA6NevH9988w39+/fn/vvvp2/fvvn9ofw5X0Qk0kVUYskY08IYUzPccUgYbN3q3oVt2dKtUtO9uxJLIiIiAGlpUKsWvPce5OTAwIFw2mnw1Vf+JZj++ldo0AAeeSTUkYr41KhRI6ZNm0ZeXh4DBw7k/vvv5+qrr+bpp5/2Ob5169YMHz6c++67j9zcXIwxTJw4kdatW3PZZZcxYsSI/F5FXl27dqV9+/YA+Vt/E0uNGzfmq6++Ys+ePVx00UW88cYbvPvuuwwYMCB/zIABAxg9enSx17jnnnt48803WbNmDW3atOHbb7+lbdu2AAwZMoQxY8awZs0aXnzxRX766Sfuv/9+7r77br/OFxGJdAGvCmeMaQF8Yq3tWcKYMcBJwBRr7eO+9hljbgOuAVKBP1hrxwYak1RiWVlu27Kl2/bpA48+Ctu2QYESaRERKV1xK/WBVuurlGbOhB494Mor4Yor4N133e/IP/4RevZ0vZN6FvM49uWXLgH13HP6fSph1bFjR2bMmOHzWGpqan71kde//vWvQl+3bNmSjz/+uNjrv/766/mfe6eWlTW+mTNnFnvc2w+pJFdffTVXX321z2PXX38915eyGmNJ54uIRLKAKpaMMXHAO0BsCWMGAlHW2h5AsjGmna99QGfgTaAbsDeQeKQK8CaWPHPN6dPHvQtbzAOIiIhItbB9OyxcCOee676OjobrroNly+Dll2H5cjj7bJdkmjev8Lk5Oa5aqW1buPXWCg9dREREqodAp8LlAlcAu0oYkwqM93w+FTirmH0GqAmcD3wRYDxS2WVmuq23Yum001zZvqbDiYhIdfbNN+6NFm9iyatWLZcsWrkSnnkG5s6Fbt3cNLlffnFj3ngDli6F//s/N15EREQkBAJKLFlrd1lrd5YyLBbY4Pl8O9CimH1Tgf7AeuBTY0yRJycwxgw3xswzxszLyckJJGSJdEWnwkVHu4for78uW4NSERGRqmTmTKhTx73h4kvdunDPPbB6teuhNG0adOjgGn0/9BCccw5cfHFFRhyRjDGNjTF9jDFNwx2LiIhIVRPK5t17gDqez+t57nXUPmvtOOARYAcwBbi06IWstaOttSnW2pTo6IDbQkkky8x0TbtjC8yu7NMHMjJg1aqwhSUiIhJWaWlwxhmlVxw1aAAPP+wSTPfcAxMmuIUxnnsOCqy6VdkZY8YYY+YYY0b6O8bTwmEycBow0xjTrILCFRERqRZCmVj6CTfVDaATkFHMPoB2wErgYIhjkkiVlXWkWsmrTx+31XQ4ERGpjrZuhcWLj54GV5ImTeDpp92bMunp0LVr6OKrYMX06vRnTEfgLmvtE8BXgH9LhYmIiIhfglL+Y4w5CRhqrS347tEkYLYxJh7oC3QHbNF9xpgGQBawFHgdeCwYMUklk5V1pHG3V7t20KaNSyzdfHN44hIREQmXWbPctiyJJa+WLY9+w6ZyiDbGFOxCPtpa613jPZWje3UuL3L+UWOstf8BMMacjata0rNmOSQmJmKqUBWchEdiYmK4QxCRICpXYslam+rZLgVGFjm2yxiTCvQBnvH2ZPK1D/CWpHQuTzxSiWVmQufOhfcZA717u3L+3FyIigpLaCIiImExc6abIt6tW7gjqUg51tqUYo4V7dXpq/LI5xjjMiFXANnA4aBFWw1lZGSEO4QqZe3atdz6wU/s37GFqNoNiakdwytDu9KmTZtwhyYi4reQTjuz1mZba8dba7NK2ifis2IJ3HS4HTuOXkJZRESkqps5E846C2rWDHckkcJX/06/xljnVmAxcGGI4xQREalW1M9Iwm/fPti1y3fJfq9ebqs+SyIiUp1s3gxLl0JqargjiSTF9eoscYwx5m/GmKs9+xrhFowRERGRIFFiScIvy1O85iux1KwZnHqqEksiFW3/frd0+bp14Y5EpHpKS3PbQPorVV2TgGHGmH8ClwO/GGMeL2XMFGC0Z983QBSu95KIiIgEiRJLEn6ZmW7rayocuOlwc+bAnj0VF5NIdTd2LDz6KFx+ORxWOxKRCjdzJtSvX6VWdSsva+0uXHPudOBca+2iIgvH+Bqz09OGoY+19mxr7S3WWlvRsYuIiFRlQVkVTqRcSqpYApdYeuYZtzpOv34VF5dIGSTdN8Xn/oynKuHfWWvh1VehcWO3XPkjj8ATT4Q7KpHqZeZM6NkTosv2qFal/i/ywVqbzZFV3wIeIyIiIsGjiiUJP29iqbiKpbPOgtq1Ydq0iotJpDr74QdYtAj+8Q+44QZ48kmYMSPcUYlUHxs3wrJlmgYnIiIilYISSxJ+mZkQFQVNmvg+Xru2e9c2nH2WNBVIqpPXXnNTcIYOhRdfhOOPh6uugi1bQnM/zUoRKWzWLLdV424RERGpBJRYkvDLyoLmzV1yqTh9+sAvv7h3cSvaTz+5pNerr1b8vUUq2vbtMG6cSyTVrw+xsfDRR27/tdcGNwmUlQXdusGoUcG7pkhVMHMmNGzoFq8QERERiXBKLEn4ZWYWPw3Oq3dvtw3HdLh//AN274bbboMpvntXiFQZ77wDBw7ATTcd2depEzz7LHz+uatgCoZNm9w0n3nzYOLE4FxTpKqYORPOPrvkN1xEREREIoQSSxJ+WVnFN+726tQJmjWr+Olwv//uXvT++c/QuTNccQUsXFixMYhUFGvdNLgePdy/uYJuvRUuvBDuvRfmzy/ffbxJpXXrXEP+X3/Vqo8iXuvXw4oV6q8khWzatImePXsCkJOTQ5s2bUhNTSU1NZUlS5YAcMMNN9CjRw8ef/zxcIYqIiLVkFaFk/DLyiq93L9GDejVy1UsWQvGVExszz4LMTFw//3uBXX37u6F8A8/wDHHVEwMIhUlLc0lU8eOPfqYMfDWWy7hNHiwSy7Vq1f2e2zeDOedB2vWuAqoPXtcJeD8+a5Coxqo6qt2STnNnOm2SiyJR3Z2Ntdccw179+4FYPHixQwZMoSnn346f8yECRPIzc1lzpw5XH/99Sxfvpx27dqFK2QREalmVLEk4ZWb66oXSqtYAtdnKSsLfv459HGBm6L3zjtw3XXQogXEx8PkyW5aXP/+bitSlbz6KjRuDIMG+T7epAm8/z6sXOmmhpbVli0uqbR6tUsmnXMOpKS4Y/PmBR63SFWSlgZxcdCxY7gjkQgRFRXFuHHjaNCgAQDp6elMnjyZ0047jRtuuIGcnBzS0tK4/PLLATj//PP59ttvj7rO6NGjSUlJISUlhS2hWoxBRESqJSWWJLy2bXPJJX8TS1Bx0+H+9S/IyYG//vXIvo4d4eOPXXLriivccZGqICvLTfu89lqoU6f4ceecAyNHuqTr++/7f/0tW1zV4apVLkHrXe2qRQto3VqJJRGvmTPdv7MaekQTp0GDBjRs2DD/627dujFt2jR+/PFHDh8+zOeff87evXtJSEgAoHHjxmzatOmo6wwfPpx58+Yxb948mjVrVmHxi4hI1aepcBJemZluW1rzbnAvPo8/3iWW7rortHHt2uWqNy69FI47rvCxP/wB/v1v19z4jjvglVcqbmqeSKi89ZZLlBZs2l2cUaNgxgy4+WY3PbQ0W7e6pNLy5S6pdN55hY+npFT+xJK1MH48XHQR1K4d7mgkQpU6DXLNGlfR95e/VFxQUul07NiRWrVqAZCSksLy5cupV68e+/fvB2DPnj3k5eWFM0QREalm9HaYlCjpvik+P4ImK8tt/alYAle19M03cPBg8GLw5fXXYedO+NvffB8fPtz1XHr1VfjnP0Mbi0io5ea6v/O9ekH79qWPj4521Uo1a8LgwdTMPVz82G3bjiSVPvvMfV5USoo7vmNHwN9C2M2a5XpPTZgQ7kikMlN/JfHDsGHDWLRoEbm5uUyaNIlOnTrRtWvX/OlvixYtIikpKbxBiohItaKKJQkvb2LJn4olcImll1+GOXOOTKUJtoMH4fnn3Qvgrl2LH/fkk25azz33wLHHwsCBoYlHJNS+/BLWroXnnvP/nDZtYMwYGDiQu2u8y5PnXn/0mG3boHdvWLbMJZV69/Z9LW+fpfnzj65mqiymTXPbVavCG4dUbjNnQtOmcPLJ4Y5EIthDDz3E0KFDsdZy4YUX0rt3b3bt2kXPnj3ZuHEjX3zxBenp6eEOU0REqhFVLEl4eafC+VuxlJoKUVGh7bP0/vsurnvvLXlcjRpu9azTT4erroIffwxdTCKh9Npr7t/gRReV7bxLLoERI7jpxwmcveqnQoca7t/tEsG//gr/+9+RHmm+eBO4c+eWMfAIMn26265ZE944pPKy1jXuTk1VfyXxKS0tDYBTTjmFxYsXs2TJEp544gnA9WFKS0uje/fuzJw5s1BPJhERkVDTk4uEV1YWNGgAdev6N75BA5fICVViKS8PnnkGTj215BfCXnXquBfNLVvCgAGuN4ZIZbJmjVuh7U9/clPbyuq55/itaSLPTXmeZnuyAZdUen/cSPjlF5g0yfUlK0mTJq7qr7L2Wdq580hiWYklCdTq1a5yMFTVuFLlxcXFcfnll9PS3zfrREREgkRT4SS8MjP9r1by6tMHHnsMtm93S6MH06efumk7H37of0Pu5s3h88/hjDOgXz/4/nto1Ci4cUmVU1KvsvxGvhXhjTfc3/Ubbwzs/Dp1uP3Ce/l07F08N+Wf3H7hvbw7fhTttq6BT/8Hf/yjf9fp1q3yVv3NmuWS0q1aQUZGuKORykr9lURERKSSUsWShFdWVmCJJWvdqlTBZC08/bSrnBg0qGznnnCCa9q7YoVbSe7QoeDGJhIKhw/Dm2+6hGibNgFfZnmzRB7rdSNnZyxg+ps3c8LmDG6+5EG44AL/L5KS4pIyW7cGHEfYTJ/uqhcvu8xVnGg1JgnEzJnQogWceGK4IxEREREpEyWWJLyysvxv3O112mlQv37wp8N9+y2kp8Nf/+pWvSqr1FT3In3GDLdku7XBjU8k2CZNgk2b4Oaby32pDzv9gcnHn0WDA3u5+ZIHmNm2W9ku4G3g/dNPJY+LRNOnQ8+ebkW9gwfdz1SkLKx1iaXUVP+rZUVEREQihKbCSXhlZkLfvmU7p2ZNN1Ug2Imlp592q/Fcd13g17j6arcq1KOPwnHHwYMPBi8+kWB77TVITCy9B5I/jOHPF95Dk7072Fy/SdnP79LFbefN8xlPxEwdLCoz0/WSuvpq8C7vvWZN2RPmUr2tWAEbN2oanIiIiFRKqliS8Nm7F3bvDuwFWJ8+rtHpypXBieXnn10D4zvu8L+ReHEefhgGDnR9oHJyghOfSLAtW3akui4qKiiXzK0RFVhSCaBhQ1fxU9kaeHun5Pbq5ZJ0oAbeUnbe/kpq3C0iIiKVkBJLEj5ZWW4byOol3hXbpk0LTizPPOMSSrfcUv5rGeN61hw6BOvWlf96IqHw+utuyuf114c7kiNSUmDu3HBHUTbTp0NcHHTufCSxpAbeUlYzZ7o3Wdq3D3ckIiIiImWmxJKET3kSS+3bQ+vWwZkOt3atWwXuxhvdsufB0Lat265aFZzriQTT/v3w9tuusq5Fi3BHc0S3brBhg5teVhlY6xJL557rqr7q13crVapiScrC21/p3HPVX0lEREQqJSWWJHy8iaVApsIZ46qWZsyA3NzyxfH88257113lu05BycluG6ypeiLB9PHHkJ0dlKbdQVXZGnivXOkS0717H9mXmKiKJSmTttvWu4bv6q8kIiIilZQSSxI+3qqEQCqWwL2Yy84u34vQ7dvhjTdgyJByLbd+lPh4iIlRxZJEpldfheOPj7x+Lp07Q40alafPkncqbq9eR/YlJaliScqkx7ol7hMllkRERKSSUmJJwicry00fado0sPO9L+bKMx3u3/92TcTvuSfwa/gSFQXHHquKJYk8CxdCerqrVoq0aTf16sGJJ1aexNL06XDMMdCu3ZF9iYkusWRt+OKSSqX7msXu75G30lVERESkkomoxJIxpoUxpma445AKkpnp+rvUCPCvYfPmrsLhiy8gL6/s5+/fD//6F1xwAXToEFgMJUlOVsWSRJ7XX4fateHqq8MdiW8pKS6xFOmJmbw81xenV6/CCbqkJJes3rYtbKFJJWIt3dctUX8lERERqdQCTiwZY8YYY+YYY0YWczzaGLPWGJPm+ejg6zxjzG3GmLnGmFjgD9baw4HGJJVMVlbg0+C8LrkEvvvOVTl4q4/89Z//wJYt8Le/lS+G4rRt6yqWIv0FslQfu3fDe+/B4MGuyXQkSklx/WbWrw93JCVbtMgljwr2V4IjK8NpOpz4of3WNTTdt1PT4ERERKRSiw7kJGPMQCDKWtvDGPOWMaadtXZ5kWEdgQ+ttX8r6TygM/Am0A0oQ1ZAKr2srMAadxf0wANw3HGuAfett8KDD8Lw4XDbbW7VuOLk5MCzz8Lpp0PPnuWLoTjJybBzp+sDFakv4sWnpPum+Nyf8VS/Co4kyN5/H/bsibym3QV16+a28+aV/G843Lz9lc47r/B+b2IpIwO6dq3QkKqqKvvvEeixVv2VREREpPILtGIpFRjv+XwqcJaPMd2B/saYHz1VStHFnGeAmsD5wBe+bmaMGW6MmWeMmZeTkxNgyBJxMjPLX7EUHQ1Dh8KPP7rKpd69XcLo2GNdVUZ6uu/z/vtfWL3aVSuFavpB27Zuqz5LEgmshddec9NHTzst3NEUr2NH9+860vssTZ/uKiXj4wvvT0pyW1UsiR+6r13CuoYtjvy9EREREamEAk0sxQIbPJ9vB1r4GDMX6G2tPQ2XOLqgmPOmAv2B9cCnxpij3raz1o621qZYa1OiowMqspJIk5sLmzeXv2LJyxg44wy3jPqqVXDnnfDll9CjB3TvDh99BIc9syythaefdqtiXXRRcO7vi7cRq/osSSRIT3fTt0aMiOxeLnXqwCmnRHZi6dAhmD278GpwXo0aQf36SixJqYzNo/vaJaS3DkGPPxEREZEKFGhiaQ9Qx/N5vWKus9ha61lPnnlAO1/nWWvHAY8AO4ApwKUBxiSVydatLrlU3oolXxIT4f/+D9atg5decn1QhgxxiZ6nn3bJpwUL3EpwgTYO98exx7qtEksSCV57zSU8hgwJdySli/QG3unpsG+f78SSMe7/oIyMCg9LKpcTtmQQd2A3cxKVWBIREZHKLdDyn59w09jSgU7AMh9j3jXGPAH8DFwM/APYUsx57YDfgUZE2Ep1kaxS953IynLbUCSWvOrXd72WbrkFpkyBF16A++5zx1q1gquuCt29AWJj3fenqXASbgcPwoQJbnpo/frhjqZ0KSnw5psuOeNN0EaSadNcUjo11ffxpCRVLEmpeqxx/ZXmtOkY5khEREREyifQxNIkYLYxJh7oCww2xjxurS24QtxjwAe4HkqfWmunGWMaFDmvu2dfFrAUeN1zXrVTqZNEgfAmloI1Fa4kNWrAgAHuY/Fit9x6nz5Qq1aJpxX3ZwJl+HNJTlbFkoRfWppr2n3xxeGOxD8pKW47b15kJpamT3cxNmrk+3hiopsqJ1KCHmsXk9GoFZkNmoU7FBEREZFyCSixZK3dZYxJBfoAz1hrs4BFRcb8jFsZrqTzdnoOfe3Zdg4kHqmEMj2zJENZseRLx47wyisVd7+2bWHWrIq7XxBVu2RnJRDwn8lnn7neRUVXMItUHTpATAzMnQuXXRbuaArbvdstFnDPPcWPSUpyK0Lu3AkNG1ZYaHJEpP//VSMvl9PW/cznx58Z7lBEREREyi3gTtjW2myOrPAW8vOkiqmIqXCRIDkZ3nvPNfuNiQlbGJH+IktCJ+lvk/n23fH8mtCRGx+dkb8/ov/sY2KgU6fIbOD9zTeQk+O7v5JXYqLbrlnjktkiRZy4eTUND+4lvY36K4mIiEjlp35GEh6ZmdCgAdStG+5IQqttW9eAWI18JUyO37qGY3ZtYdpxp4U7lLJJSYGffoK8vHBHUtj06VC7NpxZQqWJN7Gkf/dSjB5rFwPqryQiIiJVQ8AVSyLlkpVV9auVwFUsgeuz1L59eGORaqnXih8BmNG2W5gjKaOUFHj1VVixIrL+7Uyb5pJKtWsXPyYpyW3VwFuK0WPtElY2TmBz/SYljgtKrz8RERGREFPFkoRHZmbFNO4Ot7Zt3VYrw0mY9F7xA4tatmNLvcbhDqVsCjbwjhSbN8OSJSVPgwNo1sz1tFLFkhTjhM0ZLGwVQQlTERERkXJQYknCo7pULLVo4V5gamU4CYfNm+m88XemV7ZpcAAnneT+7URSYmmGp0dVaYklY9x0OFUsiQ8xOYdptXsr6xpVg9+BIiIiUi2EfCqcMWYMcBIwxVr7eAnj/g18Ya39LNQxSQTIyipXxVKlaUZtjJsOp8SShMOUKdTAVs7EUnQ0nHqqWxkuQEH/f2L6dLfKW9eupY9VYkmKEb9rMzWwrGuoxFIk0nOriIhI2YW0YskYMxCIstb2AJKNMe2KGdcTaKlfztXE3r1uye7qULEEbjqcpsJJOEyezMb6TfmleXK4IwlMSgrMnw+5ueGOxJk2Dc49F6KiSh+bmKipcOJT652bAFjbqEWYI5Gi9NwqIiISmFBPhUsFxns+nwqcVXSAMaYm8AaQYYy5yNdFjDHDjTHzjDERNCdCApaV5bbVJbHkrViyNtyRSHVy8CBMneqadhsT7mgCk5IC+/bBb7+FOxL3bzgjo/RpcF5JSbB1q0ukixTQZof7HaiKpYiUShCeWz3j8p9dt2zZEopYRUREIkaop8LFAhs8n28HuvgYczWwFHgGuN0Y08Za+1LBAdba0cBogNjYWL06r+wyM922gpt3h236XNu27sXl5s2u55JIRUhLgz17Kuc0OK9CDbybhjUUpk93W38TS4mJbrt2LZx4Ymhikkqp9c5NHIyKZlP9StZQv3oIynMrFH52TUlJ0bOriIhUaaGuWNoD1PF8Xq+Y+50KjLbWZgHvAeeGOCYJt+pYsQTqsyQV67PPoE4dvm/TMdyRBK59e6hXLzIaeE+f7pLhJ5zg33hvYknT4aSIY3ZsYn3DFlij9VMCYYwZY4yZY4wZ6e8YY0xDY8wXxpipxpiJxpiYYk7Vc6uIiEgAQv1U8xNHyog7ARk+xqwAvA1AUgB1O63qvImlCq5YCpu2bd1WfZakoljrEkt9+nCwZq1wRxO4qCjo0iXsiSVj81xiqXdv/6cVJiW5rRp4SxFtdmaxvqGqVwPhTw+kYsZcCfzTWns+kAX8sZhbROxz66ZNm+jZsycAO3fupG/fvpx//vlccsklHDp0iJycHNq0aUNqaiqpqaksWbKkIsISEREBQp9YmgQMM8b8E7gc+MUYU3SFjTHAucaYb4BbgGdDHJOEW2amW/GpSZNwR1IxEhPdi1FVLElFWbLETcEaMCDckZRft26wcCHRuTlhC+GELRmuX5K/0+DAJc5r1gx+xdLChfq/pJJrvWMT65RYClQqpfRA8jXGWvtva+3Xnn3NgM3FXH8SEfjcmp2dzTXXXMNeT8+2999/n7vuuoupU6fSsmVLvvzySxYvXsyQIUNIS0sjLS2NDh06hDosERGRfCHtsWSt3WWMSQX6AM94yoYXFRmzG7gskOsX1zMHInDZeTkiK8v1GqpRTaYB1K4NCQmqWJKKM3my2/brBy/OD28s5ZWSAgcO0H7rWpa2CM/qdmdkeH5tlSWxVKMGtGkT/IqlSy6B1q3hm2+Ce12pEPUP7iXuwG7WNqomU8EDE11ksZbRnn5F4F8PpGLHGGN6AHHW2nRfNw71c2ugoqKiGDduHBdd5HqF33LLLfnHtmzZQvPmzUlPT2fy5MnMnDmTDh068PrrrxMdXfgxf/To0YwePTr/PBERkWAJ+St7a222tXa855eziKtYqi79lbzatlWVgVSczz5zlT5VYbqpp4F3h6zlYQvhzDWLXL+nY44p24mJicFNLG3f7iqgvv32yCIIUqm03rEJQBVLJcux1qYU+Bhd4Jg/PZB8jjHGNAZeAq4v6eaR+NzaoEEDGjZseNT+OXPmkJ2dTffu3enWrRvTpk3jxx9/5PDhw3z++edHjR8+fDjz5s1j3rx5NGvWrCJCFxGRaqKalIxIRMnKqn6JpeRkJZakYmzeDD/8AP37hzuS4GjbFho2pGOYEkvRuTmcvu7nslUreSUmBncq3OLFbmstTJwYvOtKhWm90+Uq1qliKVD+9EA6aoynWffHwP3W2irR+Gz79u3cfvvtvPXWWwB07NiRVp43E1JSUli+PHzJeBERqX6UWJKKl5VVNSopyqJtW9i4EfbvD3ckUtVNmeISD1WhvxK4/mQpKXTIWhGW23fOXEbs4QOucXdZJSW5yqKDB4MTzMKFbhsfDx9/HJxr+jJ5sptyZ7VCerAd46lY0lS4gE2i9B5IRcdMAW7ATYl70BiTZoy5ouJCDr5Dhw5x2WWX8eSTT5LoWYFy2LBhLFq0iNzcXCZNmkSnTp3CHKWIiFQnSixJxcrNhU2bqmfFEsDq1eGNQ6q+zz5zU7Y6dw53JMGTksIJmzOIyTlc4bc+M2MReRhITS37yZ4XfKxdG5xgFi1y/en+9CfXY2nTpuBct6gnn4RJkyA7OzTXr8ba7MxiV61YdtWuF+5QKiVr7S5cc+504Fxr7SJr7chSxuy01r5qrY2z1qZ6PsZVdOzBNGbMGObPn88TTzxBamoq48aN46GHHmLYsGF07tyZHj160DuQZLiIiEiAQtq8W+QoW7dCXl71rFgC18D7pJPCG4tUXQcOwNSpMGyYq/SpKrp1IyYvh+O3ZLCk1VGri4fUGWsW8XPLtnRs3LjsJ3sTS2vWQLsgxL1oEXTqBIMGwWOPueTPTTeV/7oFrVwJ33/vPt+wAQL5vqVYWhGu/Ky12RxZ9S3gMZVRWloaACNGjGDEiBFHHV/snS4rIiJSwZRYkorlbThbXSuW1GdJQmnWLNi7t1zT4CJytU1PA+9OWcsrNLFU99B+Tt24jLe6XUTHQC6QlOS2wWjgffgw/PIL/OUvcMoprpn4J58EP7H03ntHPt+wAbRkeVC13rmJlU3K2AReREREJMJpKpxUrCzPIivVLbHUpAk0aOCqAURC5bPPoG5dOO+8cEcSXG3asK1OAzpkVmwz2tPW/UJMXg7fJnYO7AIJCVCjRnAaeP/2Gxw65CqWjHFVSzNnuirQYLHWJZa8FZYbNwbv2gLW0nrnJtY2rGa//0RERKTKU2JJKpY3sVTdpsIZo5XhJLSsdYml3r2hdu1wRxNcxrCkZbsKXxnujDWLOBgVzbxjTgzsAjVrun5XwahY8jbu9vbOGjTI9az73//Kf22vH36AFSvgr391X2/YELxrC2RlUTvnEOsaaSqciIiIVC1KLEnFqq5T4cAlllSxJKGyZIlrEl1VVoMrYnHL42i3dS21Dx8o87m1Dx+gQ+Zyah0u2+psZ65ZxPyEEzlQsxyJusTE4FQsLVoEtWq5KXDgEkzJyW46XLC8+65LSl55JTRtqsRSsHkWb1CPJREREalq1GNJKlZWFjRsCHXqhDuSite2rVsKPi/PTY8RCabPPnPbfmHqgxRiS1q1I9rmcdLm1cxP8L+CKDF7I2/+9++027aOg1HRLGrVHqK+h5494Ywz3BRVH+L27eTkzat4tudV5Qs8MdGt4FZeCxe6fkfRnl/b3ulw//ynW70tLq581z90CMaNg4sucj+ThARNhQs2T8XqukbV8I0VERERqdL06lYqVmZm9axWAlddcPCgXqxJaHz2GXTrVmWnmS5q6Zp2d8ha4fc5Z2Qs5H9j76LJvp088Idb+U/XC6mZmwtPPw19+7pkTEoK3HUXTJxYqF/RGWvc6krfJ3YqX+BJSa7yJycn8GtYe2RFuIIuu8xdNxjT4b78ErZtg6s8ibT4eFUsBZunYmm9KpZERESkilHFUnUVrqqZrKzqm1jyNsRdtcr1XREJlk2b4Mcf4dFHwx1JyGyu34RN9Rr712fJWnj5ZcaOf4gVTVpz46WjClWJZIw8B9LTYfZsV0306qvw/PMATG3ShrmtTyIpeyO7Y+q4CqfySEx0vZDWrz+ySlxZbdzokl7e/kpeXbu663/yCVx7bfnifO89N/3tD39wXyckwPz55bumFLZ6NZvqNeZgdEy4IxEREREJKlUsVTfWwrPPQv36sGBBxd8/K6vKVlSUKjnZbdXAW4Lt88/dv+0q2l/Ja3HL4+hY2spwhw7BTTfBHXcws203Lr3q/46eelSvnmty/uijbmW1HTvgu+/gySfZ0LAZA5Z+w5lrFvNt0qnk1ogqX9DeZFJ5GngvWuS2RSuWvNPhpk6FnTsDv/6OHfDppzB4sGs4Di6xtHkzHD4c+HWlsNWrtSKciIiIVEmqWKpODhxwL7jGjnVf//ADnHpqxcZQxafCJd03xef+jKf6QZs2EBWlBt4SfJ995qrgiiYeqpglLdvRa8VcYg/uY2+tukcP2LIFLr3UVSI98ADDc7pjjR/vn9Sq5fotnXEG1+3oQI28XNpvXcvGBs3KH3RiottmZMA55wR2De+KcB07Hn1s0CB47jn3d+CqAPtBffKJm6Y7bNiRffHxLlmZlQWtWwd2XSls1SrWNWob7ihEREREgi6iEkvGmBbAdmut3iINtqwsuOQSN/3jkUfgyScrvnJmzx73UV0rlmrWdMklVSxJENXKOeQqVoYNcxUsVdjilsdRA8vJm1fxY+tTCh9ctMg1nt60CT74AIYMwRaT6C1NXo0ofmt+bBAi5khSprwVS8ce6xY+KOq001xS8ZNPAk8svfeeW22uW7cj+xIS3HbjRiWWguHwYVi/nnXdzwh3JD6V+KaIiIiISCkCngpnjBljjJljjBlZljFF9xljbjPGzDXGxAJ/UFIpBBYscC8YFi92Lz4efti9SKnoBEdWlttW4YqlUrVtq4olCarua5fA3r1VfhocuIolgA5Fp8NNnAhnnulevH/zDQwZEoboilG7tkumlyextHDh0f2VvGrUcFVaX34Ju3eX/dpr1sCsWS4pVTAx6U0sqYF3cKxdC3l5WhFOREREqqSAEkvGmIFAlLW2B5BsjGnnz5hizusMvAl0A/YG+H1IcT75BM46y71g+O479wIEXL8fJZYqXjh+7lKl9VrxI9StC+edF+5QQm5bbCPWN2hGR+/KcNZy+3cfwsCBcPLJMG9e4aqbSJGY6KbCBWLvXli+vORpjoMGualsUwKo0Hr/fbctWu0UH++2SiwFh+f//XVaEU5ERESqIGOtLftJxvwL+NJa+7kxZjBQx1r7n9LGAKf62HcWsACIBx631u7zcb/hwHCAmJiYrgcPHixzzOVR1hLx4saXdE7Q5eXB3//upr316AETJ5L0/Lz8w498/RoDf55Bx7+MA2MqJq5PPnHLYy9eDB065O+OiJ9XRXn6abjvPti1yzVQp5L+/QqSQKZfVOef11Gsdc2hTz0VJk0KdzRlEvDUm0svhSVLXCXmddfBxx+7pMgbb7jqoArm19+vwYNd0mvFirLfID0devTgxoEj+bpdd9/3yMtz0+F69ID//tf/a1sLJ53kVoObPbvQ92JsHsueHcibp13MLXM+LvYSVeXfY8jjGj3a9Thcs8ZNiZZiGWP2WWtjwx1HMKWkpNh58+YVe/zbb7/lrLPOqsCIICUlhZJikoqzdu1abv3gJ/bv2EJU7YbE1I7hlaFdaaP/K0QkDAL9PRzoVLhYwPs25nbA11twvsb42jcV6A+sBz41xpxb9ELW2tHW2hRrbUp0dES1hYpMe/fCFVe4pNK117pVj1oU/iNa16glDQ7to+GBPRUXV2am21bniqW2nsatqlqSYFiyxE2xqQbT4PKlpLgKnjPOcMnqp592CxKEIankt6Sk/KlQZeZZEe7Xkno+eafDff6562Pnr/nz4bfffPZmsqYGm+vF0WL3trJGLL6sXu367HmnGEq11qdPn0Jf33///WGKREREJDgCzdLswVUbAdTDd4LK15ij9llrxxlj1gDJwBTgUmBmgHHJunWuge2iRfDss3DXXT4b+q719HlosyOLJXXqV0xsWVkQHQ1NmlTM/SJRcrLbrlxZ5Vfwkgrw2Wdu26+SV16VRUqK265e7b7/yvC9Jya6/k+ZmWVPLCxcCA0bsr5B85LHDRoEL78MX3zhKkP98d57EBMDl1/u8/Cmek1ouUeJpaBYtcr9PYiKCnckEkaLFy9mwYIFbNiwgbGeFXr37t1L7UhOjIuIiPgh0Iqln3BT2AA6ARl+jinuvHbASuBgOWKSOXNcf5GVK90Lrr/+tdhVogomlipMZqarnKpRjf+IVbEkwfTZZ+7ffHWqAjznHLcAQXp65UgqgatYgsAaeC9a5JLQpa34d9ZZ0Ly5q+LyR04OfPgh9O8PcXE+h2TVb0KL3dvLGLD4tHq1WzRDqjVv+4mC2yZNmjB+/PhwhiUiIlJugVYsTQJmG2Pigb7AYGPM49bakSWM6Q7YovuMMQ2ALGAp8DrwWIAxVW9jx8KNN7ploWfMcH0zSuBtINpmZwUmlrKyqtcLYF8aNoTGjZVYkvLbtAl+/BEefTTckVSsmBg3zbcySUx024wMN4XPX3l5rifd9deXPjYqyjUxf/dd2LfPNXQvyddfu79DPqbBeW2u15izV8/3P14p3urVRxbPkGqrU6dOdOrUiWXLlnH11VeHOxwREZGgCSixZK3dZYxJBfoAz1hrs4BFpYzZCeBrH/C1Z9s5kHiqtdxcuP9++L//c6tCjR/v11SzfTF12FK3Ea0rumLpmGMq7n6Rqm1bV1UmUh5Tprjmy9Wpv1Jl5U0slbViaeVK1zOvc2f43Y/xgwbBa6/BV1/BJZeUPPa991yl0gUXFDskq34T6h/aD7t35y82IAHYvRu2blXFkuT7y1/+wkcffcShQ4fy9ynRJCIilVnAc5KstdnW2vGepJLfY/w5T8ogJwe+/x5uvRW+/LJM/YvWNWpRsVPhVLHkJCerYknKb/JkV6GoXl2RLzbWrbyWkVG28xYudFt//4zPOcf9DihtOtzu3TBxouutVKtWscOy6nl+n2zc6N/9xbfVq91WiSXx+OMf/8iKFSuw1uZ/iIiIVGZaYq2yq1XLTWmoU6f0sUWsbdSSLht+C0FQPuTmwubN0KpVxdwvkiUnuyXBc3JcM3ORsjpwAKZOhauvLr33jkSGxMSyVywtWuSmuJ18Mnzsx5sA0dGuUmncOPd3pLiGwBMmwP79MGxYiZfb7E0sbdgAxx9fttjlCCWWpIj69eszcuTI0geKiIhUEnpVWxUEkFQCWNewJf1/nU10bk6QA/JhyxbXL0QVS24qXE4OrF9/pKlvGWQ8VUkaFkvopKW5KVKaBld5JCXBL7+U7ZyFC+GEE4pPEPkyaBC8+aZLPF54oe8x773nkhyl9HvKql8gsSSB81aoelcFlWqvZ8+eDBkyhKuvvprY2FgAzj777DBHJSIiEjgllvxQVV/Ir23UgmibR6vdW0N/syzPu+1KLB15cbFyZUCJJRG++cZVp5x7brgjEX8lJsLnn7u+WP5WmS1a5Ka3UYbfQ+ed53onffKJ78TShg0wfTqMHFlqHJvqNXafaCpc+axe7XpUNW4c7kgkQtSsWZMTTjiBuXPnYq3FGKPEkoiIVGpKLFVj6xq5JE+F9FnKzHRbTYVzFUvg3sXu1Su8sUjltGGD+7dUlkoWCa/ERDf9bMsWaN689PHbtrmqxrL20KpZEy6+2E13O3jw6B5KH37oklulTIMDt8jDrpi6NKgGFUshfQNp9WpXIaZpq+KRlJSEMSY/qSQiIlLZBdy8Wyq/tZ7EUoWsDKeKpSMSEtyLP60MJ4FSI/zKx1ud6G+fpUWehVY7dy77vQYNgp07XWVSUe++C6efDu3a+XWpTfWbaCpcea1apWlwchRrLfv372fChAl888034Q5HRESkXJRYqsay6jXhUI1o2uxUYqlCRUW5d6+1MpwEKjNT1X+VTWKi2/q7MlxZV4QrqFcvaNjw6NXhFi92H1dd5felsuo10VS48rDW/ZmrcbcUcM0113DNNddw8803M2nSJGJiYsIdkoiISLloKlw1llcjivUNm9Nmx6bQ3ywz073QCbDReJWTnKzEkgQuK6vUxssSYbyJpbJULLVq5d+0uaJq1XL9lSZNgtdfdxWS4Jp2R0fD4MF+X2pz/cawYXnZYxBn82bYt0+JJSmkYIXS5s2bWbp0aRijkUhj8/LY4KkUPeaYY6hRQ3UAIhL5lFiq5tY1allxU+FUrXRE27aQnh7uKKQyOnzY9enRv6fKpVEjl1wvS8VSINVKXoMGuWlvM2fC+edDbi68/z707QtNm/p9max6TeC3b9yqnnpxU3ZaEU58mDlzZn5vpZiYGF555ZUwRySR5MCubdw3PouaMUt469Y/0qZNm3CHJCJSKiWWqrm1jVrSMbMC3o3W1J3CkpNhxw7Izg53JFVelVvVcZOnwlD/niqfxET/KpYOHYJff4ULLgj8XuefD/Xqwccfu89nznRT2p5/vkyXyarfBHJyXDKzRYvA46muVq92W1UsSQEPPPAAb731Fr/++iunnHIKxx9/fLhDkghTu2FTYmpriqSIVB56+7GaW9uwJXEHdrskRyipYqkw77vXauAtZaV+ZZVXUpJ/iaWlS11lWnkqlmrXhgEDYOJElxh67z1o0MDtK4PN9Rq7T9TAOzDexJK3ebsIcP3117Np0yb69u3Lhg0buO6668IdkoiISLmoYqka8Vm5MeEgpL3lHn5PPTV0N8/KUoVFQW3buu2qVUBsWEORSiYz023176nySUx0lUPWlrz0fHlWhCto0CD48EP44gv473/hiivK3Ocuq14T98nGjdClS/nioQpWEJZm1SqXBK5bN9yRSARZt24d7777LgB/+MMfOOecc8IckYiISPmoYqm681bOhLKR9J497kMVFkd4p0WoYknKShVLlVdiIuz2o0J04UKXAGrXrnz369sXYmPh1lvd/8FlWA3Oa5M3saSKpcCsXq1pcHKU+Ph4nnzySWbMmMETTzxBQkJCqeds2rSJnj175n99ww030KNHDx5//PES94mIiFQEJZaqO+8DbygTS94XwqqwOKJePdevRCvDSVl5K5bU76by8U6HKq2B96JF0KEDREWV73516kC/frBuHbRuDWefXeZLbKkX55p2K7EUGCWWpIB9+/bxwgsvMHjwYBo0aED//v1p0KABr7/+eonnZWdnc80117B3714AJkyYQG5uLnPmzGHVqlUsX77c5z4REZGKosRSddewITRpEtoEh/eFsCosCktOVsWSlF1WFjRu7JaUl8olMdFtS+qzZG35V4QraNAgt73yyoBWdcutEeWSmBs3Biee6uTwYVi7VivCSb5hw4ZRu3ZtOnbsyK233kpaWhoHDx5k2LBhJZ4XFRXFuHHjaNCgAQBpaWlcfvnlAJx//vl8++23PveJiIhUFCWWxD30VkTFkhJLhbVtq4olKTutsFh5eSuWSkosrV/vVossb38lrwsvhPvugz//OfBrxMerYikQ69ZBXp4qliRfVlYWN998M0me/wtOO+007r77brZs2VLieQ0aNKBhw4b5X+/duzd/+lzjxo3ZtGmTz31FjR49mpSUFFJSUkq9p4iISFmoebe4xNJPP4Xu+poK51tyMnzwATVzD3M4qma4o5HKQo3wK68mTVwT55Kmwi1c6LbBqliqVQuefLJ810hIOLK6mfjP+zNTYkk8evXqxXnnnccFF1xA48aN2bNnD19//TUpKSlluk69evXYv38/AHv27CEvL8/nvqKGDx/O8OHDAcp8TxERkZIosSQuwfHf/0Jubvl7eviSmQnR0W76jhyRnAx5eSTs3ExG49Ibd4oA7t9TgQauUokY46bDlVSx5F0RrmPHionJHwkJ8N13Pg9Vu1XeysJbkarEkng89thjzJkzh6+++oqVK1fSoEEDbrzxRi688MIyXadr1658++23dO/enUWLFnH88cdzzDHHHLVPRESkoiixJO6hNyfHTcHw9gAJpqwsNw0ugP4eVVrbtgC02ZGlxJL4x1pVLFV2SUmlVyy1bQv161dQQH6Ij4dt2+DAAahdO9zRVB6rV7s3VY45JtyRSATp0aMHPXr0KNc1Lr74Ynr27MnGjRv54osvSE9Pxxhz1D4REZGKolf6cqSxaKj6/WRmqr+SL56fe5sdWWEORCqNHTvg4EH9e6rM/KlYClZ/pWDxLoWuBt5ls3o1tGnjkksiQZCWlga4nktpaWl0796dmTNn0rBhQ5/7REREKooSS3IksRSqHhreiiUprFUrqF1biSXxn3eFRVUsVV6JibB9O+zeffSx3bthxYrg9VcKFiWWArN6tabBScjExcVx+eWX07LA85WvfSIiIhVBiSWB1q1db6VQVSxp6o5vxkByMok7MsMdiVQWWmGx8itpZbglS9w20iqW4uPdVivDlc2qVUfeuBERERGpwpRYElemn5gYmsRSbi5s3qwXwsVp21YVS+I/VSxVft4+dr4SS8FeES5YvBVLSiz5b88e2LJFFUsiIiJSLWjivzjJyaFJLG3ZAnl5eiFcnORk2nz5tWvKbEy4o6kUqvUqVKpYqvy8FUu+GngvWgRxca6KNJI0agR16mgqXFl4/3yVWBIREZFqQBVL4oQqseStsNALYd/atiX28AGa7NsZ7kikMsjMdKtyqSlr5dWiBcTEFF+x1KlT5CWZjXHT4VSx5D/v71NNhQs6Y8wYY8wcY8zIsowxxrQwxsyumChFRESqFyWWxElOdtVFvhrKlocqLErmedGhPkviF2+/skhLPIj/atRwK4UVTSzl5roeS5HWX8krIUGJpbLwLoahiqWgMsYMBKKstT2AZGNMO3/GGGPigHeA2IqNWEREpHpQYkmcUK0M500saSqcb56fe2v1WRJ/ZGYqSVsVJCUdPRVuxQrYvz/y+it5xcdrKlxZrF4NsbHQtGm4I6mMoo0x8wp8DC9wLBUY7/l8KnCWj/N9jckFrgB2hSRiERGRai5iEkueEuWa4Y6j2vImloI9HU5T4UrmeTdbDbzFL1phsWpITDy6YsnbuDvSK5asDXcklYN3RThVFwYix1qbUuBjdIFjsYC3dG470MLH+UeNsdbustZqzrmIiEiIlDmx5Ofc9mhjzFpjTJrno4Ovc40xtxlj5hpjYoE/WGsPB/ydSPmEKrGUleUav9auHdzrVhW1a5NZrwmJSiyJP1SxVDUkJcGmTa5CyWvRIrdC54knhi2sEiUkwIEDsGNHuCOpHFav1jS40NgD1PF8Xg/fz7H+jBEREZEgKtOqcAXnrRtj3jLGtLPWLvcxtCPwobX2byWdC3QG3gS6AXsD/i6k/OLiXAIoFBVLpbwQrtarfAFr41ppKpyU7sAByM5WxVJVkJjotmvXwvHHu88XLoSTToJatcIWVoni4912wwb3+0KKZ61LLPXqFe5IqqKfcFPb0oFOwLIAx4iIiEgQlfVdnFRKn9sO0B3ob4z50VOlFF3MuQaoCZwPfFHcTY0xw71z7XNycsoYsvgtFCvDZWWpwqIUaxu2VPNuKd2mTW6rf0+VnzexVHA63KJFkdtfCVzFEqiBtz+2bIG9e7UiXGhMAoYZY/4JXA78Yox5vJQxUyo0QhERkWqoxMSSMeb1AtPZ0oDbKX1uO8BcoLe19jRc4ugCfM+Lnwr0B9YDnxpjzvV1MWvtaO9c++joMhVZSVmEKrGkCosSrYlrScs926l1+GC4Q5FI5u1Xpn9PlV9Sktt6G3hv2eIaY0dqfyU4klhSA+/SaUW4kLHW7sK9UZkOnGutXWStHVnKmJ0FjqVWWLAiIiLVSIlZGmvtTQW/Nsa8iH/z1hdba72vkucB7fAx591aO84YswZIxr2jdCkws6zfhARJcjJ8+ink5bklsYNBPWFKtbaR+/m03rmJFU3bhDkaiVjeFRb176nyi4+HqKgjFUuLFrltJFcseROaqlgqnRJLIWWtzeZIBXzAY0RERCR4ypo98M5bBzdvPaOYce8aYzoZY6KAi4FFJZzbDlgJHAwgHgmm5GQ4dCh470jv2eOmA6jCokRrG7mfj1aGkxKpYqnqiI6GY445UrHkXREukhNLtWtDkyZKLPnDW/mrxJKIiIhUE2WdVzYJmG2MiQf6At2NMScBQ4uUIj8GfIDroZQL/B2YBlxY5NwGQBawFBgD1C3H9yLl5X0IXr3avegpL+8LYVVYlMhbsaQ+S1KirCy3dHnz5uGOJCiqe9N+kpIKVywlJEDTpmENqVQJCZoK54/Vq92/09jYcEciATDGjAFOAqZYa4v2byo4rgXwpbX21AoLTkREJEKVqULI17x1a+1SH/Pbf7bWdgQeBhZaa3sACcD1Rc7dZa392lq7G1gAHCr/tyQB8zYaDVafJU3d8cv2Og3YE1NHFUtSssxMaNbMVbtI5ZeYeCSxtHBhZPdX8oqPV8WSP1avVrVSJVVwBWMg2bOCcXGe5UiLBxERkWqtzFPPrLXZ1trx1lp/XgWnUngluI6+zjXGnAfsxVUvHaXgqnBljVfKoE0b11spWIklTd3xjzGsbdSS1kosSUnUCL9qSUpySZrdu+G33yJ7GpxXQoISS/5YtUqJpcorFT9WPy7tudUzJv/ZdcuWLcGOU0REJKKEuqeRr5XgCjHGxACjgPuKu0jBVeFCEqU4MTHQurUqlsJgbaOWJCqxJCVRI/yqJTERrIWvvoKcnMpRsZSQAJs2uXjFt5wcWLv2SAWwVDZBeW6Fws+uzZo1C3qgIiIikSTUiaWjVoLzMeY+4N/W2h0hjkX8kZwc3MRSzZrQuHFwrleFrWnUitY7N2FsXrhDkUiVmamKpaokMdFt//c/t60MFUvx8S4ZlqUkeLHWr4fcXFUsVV56bhUREQlAqBNL/qwi1xu41RiTBnQ2xrwZ4pikJMFMLGVmQosWbnqdlGhdo5bUzjlE8z3bwx2KRKK8PFcpooqlqiMpyW2nTHFNntu2DWs4fklIcFtNhyueVoSr7PTcKiIiEoBQd4GdROFV5AYbYx4v2OzbWnu293NjTJq19k8hjklKkpzs3o3etw/qlnORvqwsvRD20xrPynBtdmSxqX6ErwwlFW/bNjfFRhVLVUfr1m6Vv+xs6N4doqLCHVHp4uPdVivDFW/1arfVVLjKahJ6bhURESmzkJaS+FhFblHRFeSKjE8NZTziB+/DsPfhuDw0dcdvaz2JJfVZEp/Ur6zqiYk5kqipDP2VQBVL/li92iUJW7cOdyQSAD23ioiIBCbkc5TKuIqchJs3sVTe6XD79sGyZZVjekcE2NigGbmmhlaGE9+0wmLV5O2zVBn6KwE0awbR0UoslWTVKpdUig51QbiEip5bpSLk5eWxdu1a1q5dy4YNG8CGOyIRkfLRk48UFqzE0syZcOAA9O1b/piqgcNRNdnYoBlJ2ZnhDkUikbdiSYmlqiUxEb7/vvJULNWo4f4Oaipc8Vav1jQ4ESnV+vXruf6VL6kT14zsNcuIbaG+bCJSuamrshTWpAnUr1/+xJK3Ie055wQnrmpgdVw8Sdl6wSY+eCuWNBWuamnf3q2c2aFDuCPxX0KCKpZKsnq1GneLiF/qxDUjtnFLajfU6skiUvkpsSSFGVP+leGshcmToU8fqFUreLFVcasbx3Ps9g3u5ydSUFYW1KvnPqTquPNOSE93SfjKIiFBFUvF2bvXrd6oxJKIiIhUM5oKFwIZT/ULdwjlk5zs+iMF6uefYd06eOih4MVUDayOS6DBoX002beTbbGNwh2ORJLMTFUrVUUNG0KXLuGOomzi4+Hrr8MdRWTKyHBbTYUTERGRakYVS3I0b8VSoJUzU6a47QUXBC+mamB1Y7fi0rHZmmYiRWiFRYkUCQmwaxfs2RPuSCKPdzVVVSyJiIhINaPEkhwtOdk13s4KcEGUyZPdu/DepbTFL6u8iaXtSixJEVlZqliSyJDg/p/SdDgflFgSERGRakqJJTmat4zf+5BcFtu2wZw50K+STwcMgw0NmnGoRjTJ2/WCTYpQxZJECu8bBmrgfbRVq6BuXWjePNyRiIiIiFQo9ViSo3nfbV21Cs44o2znfvUV5OVB//7Bj6uKy6sRxdpGLTUVTgrbuxd271bFkkQGb8WSEktH864IZ0y4I5Fq4NVXX2XcuHEA7Nixg65du/L111+T7Hlz8KWXXqJDZVpxUkREKjUlluRoiYnuwTiQleEmT3bv1qakBD+uamB14wSSVLEkBXmnpKpiSSKBt2JJU+GO5k0siVSAESNGMGLECABuv/12hg0bRtOmTXn66afDHJmIiFRHmgonR6td270rXdbEUk4OfPkl9O0LNfRXKxCrGidwbPZGjM0LdygSKZRYkkhSv777UMVSYda635lKLEkF27BhA5s2bWLevHlMnjyZ0047jRtuuIGcnJxwhyYiItWIXv2Lb96V4coiPR2yszUNrhxWx8VTK/cw8bu2hjsUiRSZmW6rqXASKRISlFgqats2t1Ket0ehSAV55ZVXGDFiBN26dWPatGn8+OOPHD58mM8///yosaNHjyYlJYWUlBS2bNkShmhFRKSqUmJJfAsksTR5MkRHQ58+oYmpGlitleGkKFUsSaSJj9dUuKK0IpyEQV5eHjNnziQ1NZWOHTvSyvN7IiUlheXLlx81fvjw4cybN4958+bRrFmzig5XRESqMCWWxLfkZPeO9IED/p8zZQr07AkNG4YuripulTexpAbe4pWZCVFR0LRpuCMRcVSxdDTvGzFKLEkFmj17NqeffjrGGIYNG8aiRYvIzc1l0qRJdOrUKdzhiYhINaLEkvjmLefPyPBv/Jo18PPPmgZXTlti49gTU4dkVSyJV1YWtGihvmUSORISXMVSnnrB5VPFkoTBV199xdlnnw3AQw89xLBhw+jcuTM9evSgd+/eYY5ORESqE60KJ755E0urVsEJJ5Q+fsoUt+3XL3QxVQfGkBEXT1K2ppmIR2am+itJZImPd4s1bN3qVgEVl1hq2tQ1NhepIP/4xz/yPz/llFNYvHhxGKMREZHqTG+Bi28FE0v+mDIF2raF9u1DF1M1sTounmO3K7EkHpmZ6q8kkSXBTdnVdLgCtCKciIiIVGNKLIlvzZtD3br+JZb27YMZM9w0OGNCH1sVt6pxAq13boJDh8IdikSCrCxVLElkUWLpaKtXa0U4ERERqbaUWBLfjPF/ZbgZM1yTb02DC4rVjROIsnllX5VPqp7cXNi8WRVLElni491WK8M5ubmuz6AqlkRERKSaUo8lKZ6/iaUpU6BePfA0kJTyyYjzvGj7/Xf/+ltJ1bVli2uQrMRSxMp4qhom1Fu2dG8+qGLJWb/e9ZxSYklERESqKVUsSfG8iSVrix9jLUyeDH36QK1aFRdbFba6YGJJqrfMTLfVVDiJJDVrupUKlVhyvCvCaSqciIiIVFMRk1gyxrQwxtQMdxxSQHIy7N3rqiaKs2SJe7dW0+CCZmed+myr0wCWLw93KBJuWVluq4oliTTx8ZoK5+VNLKliSURERKqpMieWPAmg2X6MG2OMmWOMGVncPmPMbcaYucaYWOAP1trDZY1HQsj77qv3odmXKVPc9oILQh9PNbK6cYIqlkQVSxK5EhJUseT1228QHQ2tW4c7EhEREZGwKFNiyRgTB7wDxJYybiAQZa3tASQbY9r52gd0Bt4EugF7A4hfQsmbWCqpz9LkydC1qyoqgmx1nBJLwpGKJSWWJNIkJKhiyeuHH+DUUyEmJtyRiEiEy8vLY+3atWzYsAFK6DQhIlLZlLViKRe4AthVyrhUYLzn86nAWcXsM0BN4HzgizLGIqGWlOS2xSWWtm2D9HRNgwuB1Y0900z27Al3KBJOmZnQsCHUqRPuSEQKi4+HrVvh4MFwRxJeOTkwdy507x7uSESkEli/fj3Xv/Il94ydxaGDh8IdjohI0JSYWDLGvG6MSfN+AH+x1u7047qxgLdGfjvQoph9U4H+wHrgU2PMucXEMdwYM88YMy8nJ8eP20tQ1KnjKpGKSyx9+aVbsap//4qNqxrIb+CtPkvVW2amqgElMiUkuG11r1pasgT27YMePcIdiYhUEnXimlG7YWO/x3urnNauXUteXl4IIxMRCVx0SQettTcFeN09gPct9nq4BNZR+6y144wxa4BkYApwKTDTRxyjgdEAsbGxKhytSN6V4XyZPNmtDNS1a8XGVA2sbux50bZ8uZtiIdVTVpamwUlkivckvzdurN5Nq9PT3VYVSyISIt4qJ4C3bv0jbdq0CXNEIiJHC9WqcD/hproBdAIyitkH0A5YCRwMYTwSqOISSzk5rmKpb1+ooT+2YMuI81SpqM9S9aaKJYlU3oql6t7AOz0dmjc/MnVcRCQE6sQ1o05cs3CHISJSrHJnBIwxJxljHi+yexIwzBjzT+ByXDXSUfuMMQ2ALGApMByYVt54JMiSk2HdOjhUZB74nDmwY4emwYXIgZq13QpDSixVX9a6iiUlliQSlTextG8f3HFH5U9MzZnjpsEZE+5IRERERMImoMSStTa1wOdLrbUjixzfhWvWnQ6ca63dWdw+a+3X1trd1trO1toJAX4fEirJye4F7po1hfdPngw1a0KfPuGJqzpo316Jpeps92734ltT4SQSxcVBrVqB91h691146SW3ray2bXPTlTUNTkRCwOblsWHDBq0gJyKVQsjmMFlrs6214621WSXtkwiXnOy2RafDTZkCPXtCgwYVH1N10a4dLFvmEntS/WR5/ptUxZJEImNc1VIgFUfWwiuvuM+/+Sa4cVWkH35wWyWWRCQEDuzaxn3j52sFORGpFNQcR0rmK7GUkQG//KJpcKHWvr2bbrhtW7gjkXDIzHRbVSxJpAo0sfTdd241tebN4dtvITc3+LFVhDlzXI/Bbt3CHYmIVFG1GzYt0wpyIiLhosSSlKxlS6hdu3BiacoUt+3XLzwxVRft27vt8uXhjSNSjRt3ZEWmqkgVSxLp4uMDmwr3739Dw4bwxBNuyueiRcGPrSKkp0PHjhAbG+5IRERERMJKiSUpWY0abinpooml4447kviQ0PD+fNVnqTBr4ZFHYPBg1+Nr8eJwRxQaqliSSOetWCrLdN1Nm+CTT+C66+APf3D7KuN0uNxcNxVO0+AqnDFmjDFmjjFmZFnG+HOeiIiIBEaJJSldcvKRxNLevTBjhqbBVYSkJIiOVmKpIGvh3nvh0UdhyBBX9dC//5EkTFWSmeka5DdWCbxEqIQE2L/fTdn115tvwuHDcPPNbuXLY4+tnImlX3911VY9eoQ7kmrFGDMQiLLW9gCSjTHt/Bnjz3kiIiISOCWWpHTexJK1Lql08KCmwVWEmjXdz16JJScvD267DZ59Fm69Fd57Dz77zPWguvBCt4JaVZKV5aqVtIy5RKr4eLf1dzpcTg68/jr07g3HH+/2nXOOSyxVtkUKvNNwVbEUCtHGmHkFPoYXOJYKjPd8PhU4y8f5vsb4c56IiIgESIklKV1yMuzaBdnZbhpcvXpw9tnhjqp6aNdOiSVwL0ivv971ZrnnHrdMeY0acOqp8OGH8NNPcPXVLvlUVWRmqr+SRLaEBLf1t4H3lCmwbp1LDHudfbZLDv/6a/DjC6X0dFdN2E6FLyGQY61NKfAxusCxWMD7F2470MLH+b7G+HOeiIiIBEiJJSmdd2W4lSvdC4Pzz4eYmPDGVF20bw8rVlSthElZHT4MV14J77zjpsA9/XThKp4LL3RVTP/9Lzz4YPjiDLasLCWWJLKVNbH073/DMccUnkrtfZOisk2HmzPHVSuporCi7QHqeD6vh+/nWF9j/DlPREREAqRfrFI6b2Jp0iRYv17T4CpS+/ZuilcgKy9VBQcOwKWXwvjxLnn00EO+X8jdeScMHw5PPQX/+U/FxxkKmZlq3C2RzZv49Of/p99/h6lT4aabXO84r+RkN6WuMiWWduyApUs1DS48fuLINLZOQIafY/w5T0RERAIUXfoQqfaOPdZtR3uq0S+4IHyxVDcFV4Y75pjwxlLR9u6Fiy+GadNcpcOIEcWPNQZeftn1ArvpJvd3NjW1oiINvsOHYetWVSxJZKtTx00H86di6bXXXELpT38qvN8YV7Xk7bNUGSqA5s51WyWWwmESMNsYEw/0BQYbYx631o4sYUx3wPrYJyIiIkGiiiUpXWwsNG/uXuimpKiKoiIVTCxVJ7t2wR//6JrFv/12yUklr5o14eOP4bjjYODAyv0z27TJbfVvTSJdfHzpFUv79rlKwksv9f13+uyzXXJq9erQxBhsc+a4BNhpp4U7kmrHWrsL14g7HTjXWruoSFLJ15idvvZVZNwiIiJVnRJL4h/vdDhNg6tY8fGuKqAyJ0nKqOH+3dCrl2uO+9FHcM01/p/cqBFMngxRUa6Py7ZtIYszpLKy3FYVSxLpEhJKr1j66CM3faxg0+6CvH2WZs0Kamghk54OJ50EDRuGO5JqyVqbba0db63NKssYf84TERGRwCixJP5RYik8atSoVivDNd2bzUcf3g9LlsDEiXDZZWW/SHKy6we2Zo2rkDh0KOhxhlxmptuqYkkiXWmJJWvhlVfglFPgrGJWeD/xRGjSpHL0WbLWJZY0DU5EREQknxJL4p/evaFHD+jaNdyRVD/t28Py5eGOIuRa7trKuA/uJ3FHpqs6KrhyVFmdeaabejNrlmvqbW3wAq0I3sSSKpYk0sXHu6mbOTm+j//4I8yfD7fcUnz/pBo1oGfPypFY+v13yM52vw9FREREBFBiSfx13XXw/ffuBYBUrPbtXVPqw4fDHUnIxO/azPgP/kbzPdu4+vLHXCKzvIYOhYcf5v/bu/P4qOp7/+OvbxJCIkgMEkFwQSuxKgLVgGK9GP0pam2vy61aWrGVVMRa7+3Vh3WpV9te17o8Wi0uCHrFan/i1fLzuhW5t3FpsxiogOXWukFMTCwCssmafH9/fGfIZJhJZj/nzLyfj0ceMznzzTmf71kmZz7zXXj8cTdbXJCEu8INH+5tHCL9GTUKurt7xgWL9sADsPfecNFFfa9nyhT3PtfWlvkYM6mx0T2qxZKIiIjIbpoVTsTvqqtda4BVq1y3uDw0s+k59tuynvO/fScr9s9gHW++2bUwuOEGt++++c3MrTubOjpc16DSUq8jkQKy6o4UujqPGuUe29t7nod99hk8/bSbCW7vvfteT3icpTfegGnTko8jVxobYcgQ131PRERERAC1WBLxvwKYGe4rn7zL0pFfzmxSCVzXm0cfdd1Wpk933XKCoLNT4ytJMIwc6R5jzQz32GOwfXtiszpOmOCST37vDtfQAMcdp9a74qldu3Zx0EEHUVtbS21tLStWrKCuro7Jkydzyy23eB2eiIgUIN0ZifhduJVSniaWBu7awRF//4hl+1dnZwNlZW4w7xEj4B//sf+p0f2go0PjK0kwRLZYitTVBQ8+CCedBEcd1f96iovd4N5+Tixt3uwmFlA3OPHY8uXLmTZtGvX19dTX1/Pee+/R1dVFQ0MDH374Ie8VwLiMIiLiL0osifjdvvtCZWXeJpaO/PRDSrt38fbILCWWAPbbzw0IvmYN/PrX2dtOpnR2KrEkwbDffi4pFJ1Y+v3v4aOP3KDdiZoyBVaudNdpplx2Gdx2W2bW1dLixpNSYkk81tjYyAsvvMCkSZOoq6tj8eLFXHDBBQBMnTqVN9980+MIRUSk0CixJOJ3xuT1zHATOt4F4O1stVgKO+ooOOss1zXOzwOhW+taLKkrnARBUZFLgka3BHzgAXcOn3tu4usKj7OUqQ/F778Pc+bA7bfDpk3pr6+hwT0ed1z66xJJw8SJE1m8eDHNzc3s3LmTl19+mVGh1oNDhw7l0ziD6c+ZM4eamhpqampYk8kEroiIFDwllkSCoLo6b1ssje/4Gx2D9+XTvYdlf2MzZ7rZq55/PvvbStXnn8OOHWqxJMExalTvFksffQQvveSutwEDEl9PTY3rupqp7nCPPuoeN2+Gp55Kf32Nje69eN9901+XSBrGjRvH/qH/ETU1NXz22Wds3boVgM2bN9Pd3R3z72bOnElLSwstLS1UVVXlLF4REcl/SiyJBEF1NXz8MXzxhdeRZNyET/7G2yMPz83GzjwTDjjAtWLwq44O96gWSxIU0Ymlhx5yLZkuvTS59ZSWuoH2M5FY2rXLDR7+9a+7gcEffNC1BkyVtS6xpG5w4gPTp09n2bJldHV1sXDhQmbPnr27+9uyZcsYPXq0twFKVtjubtrb22ltbY2bPBQR8YoSSyJBEB7A+/33vY0jwyq/2MDozzuyN3B3tOJiN/X5okWuVYUfdXa6R7VYkqAYObKnK9y2bTBvHpx9tkviJmvKFHj7bdiwIb2YXnrJXUuXXgqzZsGyZdDUlPr6PvoI/v53l/gS8dhNN93E9OnTmTBhApMnT+acc87hiSee4KqrrmLBggWcddZZXocoWbBt41quW7CUGbNfoa2tzetwRER6UWJJJAiqQ4mXPOsON77DjRuV1YG7o9XVudYUjzySu20mQy2WJGhGjXKJoC1b4JlnYO1auOKK1NY1ZYobIPtPf0ovprlz3TX0ta/Bt78Ngwe7llSpamx0j2qxJD4wduxYli9fzooVK7j11lsZMmQI9fX1HH/88fzhD3+goqLC6xAlS8oqhlFeqW6MIuI/SiyJBEG4xVKeDeA9oeNdukwRy0eMyd1GDzjA34N4hxNLarEkQTFypHtsb3eDdh9+OJx8cmrrOv54KCmB115LPZ72dnjxRfje99y69t4bpk+Hp5+GdetSW2djI+y1F4wdm3pcIllUWVnJBRdcwAh9KSEiIh5QYkkkCAYPdh/e8qzF0oRP/sZ7+x7IF6Xlud1weBDv//qv3G43EZ2dbgDjIUO8jkQkMaHZqHjhBZeA+cEP3GyWqdhrL5g4Mb1xlh5/3LV6mjGjZ9lll7luevPnp7bOhgYXV0lJ6nGJiIiI5CkllkSCIt9mhrOW8R05HLg7UngQ74cfzv22+9PR4VorpfrBXCTXwomlO+5wiaGLL05vfSedBG+9ldpkBd3dboyn2tqelp4A48e78ZEeeij5Qby3bnXjPml8JREREZGYsp5YMsbMM8Y0GGNujPN6hTHmZWPMImPM74wxpdmOSSSQxozJr8TSBx9QuW0Tb+dq4O5Ifh7Eu7NT3eAkWMJd4dasgYsugn32SW99U6a4Wd3C4xolo74ePvzQXd/RZs2Cd991ZZKxdKmLR+MrFQTdt4qIiCQvq4klY8x5QLG1djJwqDEm1kAq3wHuBaYDfwfOyGZMIoFVXQ2ffZb6GCF+E5qhaVkuB+6O5NdBvDs6NHC3BMuQIa67LsDll6e/vhNOcNdmKt3h5s51ia3zztvztfPPh8rK5Afx1sDdBSOZ+1Zr7VSgE923ioiIJJ9YMsYMN8a80U+ZEmNMK3AfcIwx5mhgEdDrWyBjzA+BS4A/AacD++KSSyISLTwzXL4M4N3czBcDBvK3YQd7s32/DuKtFksSRIceCl/9KkyYkP66KircepJNLK1dC88+61pNlccYt6283A3o/dxzboy1RDU0wCGHwPDhycUjQVQLLAg9XwScGF3AWvuAtfbV0K9V6L5VREQkucSSMaYSeBwY1E/RccBvgd8D0621K4AjgEFR3wJNAOYCE4FRQKW1do+278aYmcaYFmNMSzLxiuSVfEssNTWxYsQYuoqKvYvBb4N4b9sG69erxZIEz7PPwn/+Z+bWN2WKS+js2JH43zz5pCsfqxtc2GWXuW5tjz6a+HobG9VaqXAMAtpDz9cBcbOJxpjJxLlvDb2++951zZo1mY9URETER5JtsdQFXAhs7Kfc8cDXgbOAfzfGlAA1wIrQ6+FvgQwwAPhH4Hxgxp6r6m3Xrl1JhiySJw491HUPyYdxlrZvhz//2ZvxlSL5bRDvcCsKtViSoDnssMwmRKdMcYnWlgS/T7LWdWutqXEDdcdz+OFwyikwZw50dfW/3rY2aG9XYqlwbAbCzd0GE+c+2RgzFLifPu5brbVzrLU11tqaqqqqjAcqIiLiJ30mlowxDxtj6sM/wI+stRsSWO9bwKnAj4GRwNeA/YG/hl4Pfwu0CPhG6HWAQ2OtLPKfc4mm+pVCVVrqumPkQ2Jp+XLYscP7xJLfBvHu6HCParEkhe7EUA+kRLvDvfUWvPNO362VwmbNglWr3HXfn4YG96gZ4QrFEnq6v40HVkUXCA3W/QxwvbV2de5CExER8a8+E0vW2sustbURPz9PcL3LrbUdwEJcQulqYDTQZoy5hdC3QNbap4FlwAHAEOA3xpgLU6uKSAHIl5nhQgN3vz3ycI8DoWcQ77lzvY6kJ7GkFktS6Kqq4MgjE08szZ0Le+0F06b1X/bss914SQ8+2H/ZxkYYOLDvVlCSTxYC040x9wIXAH8J3bdGqgOOAX4S+uJV960iIlLwsjUr3BPGmPHAFuAD4HXgZmCEtfZGen8LtAL4P7iZ4f5fKNkkIrFUV7vEkrVeR5KepiYYMYKOvYd5HYm/BvHu7HSParEk4rrDvflm/13WNm+G3/4WLrjAzVDXn9JSl1B+8UVobe27bGMjHHus+xvJe9bajbgBvBuBk621y0L3rZFlHrTWVkZ86ar7VhERKXhpJ5aMMUfG+Dbn58ATwNvAG9baf8MN+h35LdCLxpghuKlaVwIzgcXpxiOS16qrYcuWnpYtQdXcDMcdB8Z4HYkzc6ZL6ng9iHdHh9sn++3nbRwifjBlCmzaBMuW9V3umWdccimRbnBhl17qEvR9tVTcsQOWLFE3uAJjrV1vrV1gre30OhYREZGgSCmxZK2tjXi+Msa3Oe9Ya8dZa4+21v4ktCz6W6AN1tqN1tpXrbWbrLUTrLXPpVwTkUKQDzPDrV/vWl0dd5zXkfQ44wzXcmnOHG/j6Ox0SSWNJSfiEkvQf3e4uXPhy1+GE05IfN2jR8PXvub+Nl5LxbffdhMNaOBuEUlTd3c3ra2ttLe3Q8AbnYuIxJKtrnAx6VsgkTSFE0tBHmepudk9TprkbRyRSkr8MYh3R4e6wYmEjRoFX/oSvPZa/DIrV8Kf/uSu32RbQM6a5a65eC0VG0OzyCuxJCJpamtrY8bsV7hm/mvs2L7D63BERDIup4klEUnTgQe6gWSDnlgyBiZO9DqS3mbMcHF5OYh3Z6cG7haJNGUKvPEGdHfHfn3ePBgwAKZPT37dZ57p3lPjDeLd0OBaMh5wQPLrFhGJUl5ZRVnFUK/DEBHJCiWWRIKkqAgOOyzYiaWmJjjiiMQG2c2lAw90XWO8HMRbLZZEepsyBdauhf/93z1f274d5s93s7ylMi5ZcbEbX23x4tjdixsb1VpJREREJAFKLIkETXhmuCCy1rVY8lM3uEiXXebdIN7d3fDpp2qxJBKpr3GWnn8ePvssuUG7o9XVuQRT9PhqnZ2wapUSSyIiIiIJUGJJJGiqq+GDD/qfgtuPVq2CNWv8NXB3JC8H8V67FnbtUoslkUiHHOLGWoqVWJo7Fw46CE49NfX1778/nHMOPPYYbNvWszw8vpJmhBORNGjQbhEpFEosiQRNdbXrqrV6tdeRJK+pyT36NbHk5SDeHR3uUS2WRHoY41otvf66a/EYtmoVvPqqGxutuDi9bVx+uUvsPvtsz7LGRjd201e+kt66RaSgadBuESkUSiyJBE2QZ4ZrboayMhg71utI4vNqEO/O0GSZarEk0tuUKfDJJ/Dhhz3LHnvMPV5ySfrrP/lkGDOm9yDejY0wYQKUl6e/fhEpaBq0W0QKgRJLIkEzZox7DGJiqakJjj3WtQTwq3QG8bYW3nnHtX5IllosicQWPc5SV5e7Pk8/3XWFS1dRkRtf7Y9/hBUrXJfUt95SNzgRERGRBCmxJBI0++3nZlQLWmJp505YutS/3eAiJTuI98qVcNNNcPjhcPTRcMopbsaqZKjFkkhsRxwBw4b1JJYWLYK2tvQG7Y723e/CwIHw8MMuufTFFxq4W0R8yXZ3097eTmtrK62trXR3d3sdkoiIEksigWNMMGeGW7HCDY7r1xnhIiUyiPf778Ott7pE0lFHuecHHgjXXgvLl8NPfpLcNjs6YPBg9yMiPYyBf/iHnsTS3LlQVQXf+EbmtjFsGJx/PsyfD4sXu2VKLImID23buJbrFizliqeWMGP2K7S1tXkdkoiIEksigVRdDe+953UUyfH7wN2RSkrcNOTRg3ivXg133QU1Na5L4o03wj77wP33Q3s7/Pd/wx13wKxZcM897vdEdXaqG5xIPCed5MZYWroUnn/etTAqLc3sNmbNgk2b4LbbYPhwGD06s+sXEcmQsophDBo6gvLKKq9DEREBlFgSCabqapfkiJwe2++amlw3voMP9jqSxNTVuZYSd90F990HJ5zgPmj++MduTJa774bWVnjjDfjhD3t3Ybv7bneMvvtdWL8+se11dKgbnEg84XGWZs50YyDV1WV+Gyec4Fogfv65a61kTOa3ISIiIpKHlFgSCaIxY9xA0R984HUkiWtudt3ggvJhLTyI94MPwr/8C2zZ4rq7vf++q8vVV7sysQwaBE8+CZ9+6lpBRE6THo9aLInEN26cG1tuyRI48UT48pczvw1j3PUK6gYnIiIikgQllkSCqLraPQZlnKUNG+Cvfw1GN7hI99wDd94Jf/kLLFsGN9wAX/pSYn9bUwM/+xksWAC/+U3/5dViSSS+4mKXUILstFYKu/himDEDpk3L3jZERERE8owSSyJBNGaMewxKYumtt1yrnaAllqqrXde3I49M7e+vvdZ9GL7iCli1Kn65LVvc2C5qsSQS37nnwkEHuUG2s2XwYJg3LzhddkVEInR3d2u2OBHxhBJLIkFUUeEGlw1KYqm52T1OnOhtHLlWXAxPPOGeT58OXV2xy3V2uke1WBKJ7/vfd2PLDRrkdSQiIr7U1tbGjNmvaLY4Eck5JZZEgipIM8M1NcHhh7sZ1ArN6NEweza8+Sb84hexy3R0uEe1WBIRSYoxZp4xpsEYc2Oy5Ywxw40xb2Q/SpHsCrdUam9vp3yfKs0WJyI5p8SSSFBVVwejxZK1LrEUtG5wmXTRRXDBBXDTTdDSsufr4RZLSiyJiCTMGHMeUGytnQwcaowZk2g5Y0wl8DgQuCZwGzZs4Mwzz2Tq1Kmce+657Nixg4MOOoja2lpqa2tZsWKF1yFKjtjubtrb22lqamLG7Fe4Zv5r7Ni+w+uwRKQAKbEkElRjxrhZxzZs8DqSvn38sYtz0iSvI/GOMW52ueHD4TvfcWMqRQq3WFJXOBGREmNMS8TPzD7K1gILQs8XAScmUa4LuBDYmHbEOfbkk09y1VVXsWjRIkaMGMEdd9zBtGnTqK+vp76+nqOPPtrrECVHtm1cy3ULlnLN/NcoLq+grGKo1yGJSIFSYkkkqIIyM1xTk3ss5BZLAEOHwvz57nhdc03v1zo73XhMw4Z5E5uIiH/sstbWRPzMCb9gjHnYGFMf/gGuBNpDL68DhsdZ56DoctbajdZan38zE9sPfvADTjvtNADWrFlDSUkJL7zwApMmTaKuro5du3Z5HKHkUlnFMCWURMRzSiyJBNUxx0BRETz1lNeR9K2pCQYOhHHjvI7Ee6ecAldf7VovvfBCz/KODteaqUhvySIi8VhrL7PW1oZ/gPuA8tDLg4l/X7s5wXKB0tDQwPr16znttNNYvHgxzc3N7Ny5k5deeilm+Tlz5lBTU0NNTQ1r1qzJcbQiIpLP8uIfq0hBOvhgqKtzA0O//77X0cTX3Axf+QqUlnodiT/ceqtLss2Y4boIgmuxpPGVRESStYSe7m/jgVVplguMdevWceWVV/Loo48ybtw49g/9D6mpqeG9OBN7zJw5k5aWFlpaWqiq0uDOIiKSOUosiQTZz3/uEjbXXed1JLHt2gVLlqgbXKSBA+HJJ2HjRjd9urWuxZLGVxIRSdZCYLox5l7gAuBFY8yRxphb+iuX0ygzbMeOHZx//vncfvvtHHzwwUyfPp1ly5bR1dXFwoULGT9+vNchFrzIWdqwud9+eFDv1tZWuru7cx+AiBQcJZZEgmzECLj2Wnj2WTedvd+88w588UVhD9wdy9ixcOedrjvcnDlqsSQikgJr7UbcwNyNwMnW2g3W2pXW2hv7KxfxWm3OAs6QefPmsXTpUm699VZqa2s56qijmD59OhMmTGDy5MmceuqpXodY8Nra2jydpS08qPeM2a/Q1taW8+2LSOEp8ToAEUnT1VfDQw+5x8ZGNwOZXzQ3u0e1WNrTlVfCiy/Cv/4rbN+uFksiIimw1q6nZ8a3tMsFweWXX87ll1/ea9nNN9/sUTQST3llFXh4S1ZWMYzSMg1DICK5oRZLIkG3115u3J7mZnj6aa+j6a2pCfbdFw491OtI/KeoCP7jP6C8HLq71WJJREQk4LzuAici4hW1WBLJBxdfDL/6lRtr6ZxzoKzM64icpibXDS5OK6pVd5yV44B8ZuRIeOQR+Kd/gjFjvI5GRERE0hDuArdt4zoGDT/E63BERHLGNy2WjDHDjTEDvI5DJJCKiuCee2D1arj/fq+jcTZtgpUr1Q2uP+edB+3toDExREREAq+8soqyiqFehyEiklNJJZaMMRXGmJeNMYuMMb8zxsTtuGuMmWeMaTDG3BhvmTHmh8aYt4wxg4DTrbU7U66JSKE75RQ46yzXLe6zz7yOBlpa3IxnSiz1b+RIf42NJSIiInkj3EVPs8SJSLYk22LpO8C91tqpQCdwRqxCxpjzgGJr7WTgUGPMmFjLgAnAXGAisCXFOohI2F13webN8LOfeR2J6wYHMHGit3GIiIiIFLBwFz3NEici2ZJUYsla+4C19tXQr1XA3+MUraVn5o1FwIlxlhlgADAVeDnedo0xM40xLcaYll27diUTskhhOeIImDnTzRL37rvextLcDIcd5gbvFhERERHPlFdWuZnqRESyoM/EkjHmYWNMfcTPTaHlk4FKa21jnD8dBLSHnq8DhsdZtgj4OtAGPG+MOTnWyqy1c6y1NdbampISjTcu0qef/tTNNHbttd7G0dSkbnAiIiIiIiJ5rs8sjbX2suhlxpihwP3AP/Xxp5uB8tDzwbgE1h7LrLVPG2NWA4cCL4bW+YdkKiAiUfbbD66/Hm64AV57DU46KfcxtLXBJ5+4GeFEREREJOdsdzft7aHv9S2ur4iISBYkO3h3KfAMcL21dnUfRZfguroBjAdWxVkGMAb4ANiebDwiEsePfgQHHghXXw1eDNLY3Owe1WJJRERExBPbNq7lugVLuWb+a+zYvsPrcEQkjyWbyKkDjgF+Euoad6Ex5khjzC1R5RYC040x9wIX4Foj7bHMGDMENwj4SmAmsDjlmohIj/JyuO02WLIEnnoq99tvaoIBA2DChNxvW0REREQAKKsYRlnFUK/DEJE8l+zg3Q9aayuttbWhn6ettSuttTdGlduIG6y7ETjZWrsh3jJr7avW2k3W2gnW2ucyUy0R4dvfhmOPdV3itm7N7babmlxSaeDA3G5XREREREREciprI2Fba9fTMwtc3GUikiVFRXDPPVBbC7/8pRt3KVk7d8Lzz8PHH0NZmUsUDRzY9/PSUmhpgUsuyXSNRERERERExGc0xZpIPjvpJDj7bLj9dqircwN7J2LDBnjkEbjvPpdUSsXxx6f2dyIiIiIiIhIYSiyJ5Ltf/AKOOgp++lN44IG+y65aBb/6FcydC5s3w8knu7/56ldh+3bYts09Rj+P/r2oCL75zVzUTkRERERERDykxJJIvquuhlmz4MEH4cor4Ygj9izT1OS6zT37rEsKXXghXHUVHHNM7uMVERER8bnu7m7a2toAOOCAAygq8v/k1ra7m/b29t2/ByVuEfE/vZOIFIKbb4bBg+Gaa3qWdXXBc8/BiSe6bmuLFsHVV8NHH8FvfqOkkoiIiEgcbW1tzJj9CjNmv7I7weR32zau5boFS7niqSVx4+7u7qa1tZXW1la6u7s9iFJEgkgtlkQKwbBh8JOfwI9/7AbjXr3aDej94YcwerR7PmMG7L23x4GKiIiIBEN5ZZXXISStrGIYg4aOiPt6OGEG8OgVZ3DQQQflKjQRCTAllkQKxZVXwuzZbjBvcK2U7rwTzjkHSvRWICIiIiLBTJiJiLf0aVLEY6vuOCs3Gyorg0cfdd3cvv99OOGE3GxXRERERHwlcrylWGMt9fe6iEgkJZZECskpp7gfERERESlYbrylTgaUrojZ5a2/10VEIimxJCIiIiIikoDwbHDt7e1gwdqelj3hZUFRVjGMAaUlvVom9fe6Wi6JSCxKLImIiIiIiCQgPLj1to3rGDT8ELq2beC6BZ0MGd7J+tXvMmj4IV6HmJRwy6SSAcu45dzxbqHd8/XIlkvh5Boo2SQijhJLIiIiIiIiCSqvrALT83t4prWtn6/xLqg0lFUMCyXIltK1bdMeybGyimGUlpXu/l0zx4lINCWWREREREREYohunZPPyiqG0TVwQMzXIgfzbm9vp3yfql7dANVySaSwKbEkIiIiIiJ5JxNdtqJb5xSqcJe4yC5/4W6A8Qb4Vpc5kcKhxJKIiIiIiOSdTHXZKq+symRYgRWry190N7lI6jInUjiUWBIREREREV9LtfVLrKRQIuuKnv0tckwl6S2ym1y4u2B435XvU9XnvlOrJpH8oMSSiIiIiIj4WiZbv4TXZW03t5w7nlGjRu1OakQmlP5t4Yrds7/Fa5Uje84cB/SaOa+vfRfvuEYmnCB20ilcpru7u9fyoqIiJalEckyJJRERERER8b1Mdkkrr6xi6+druG7B0l5jBIUTHeGkSJlaKiUkuktc9Mx5fYl1XMPHobyyiq3r18RMJkYeq+Kyvenatonisr0ZUDpAXe9EckyJJRERERERyYhEWpoku55Ys7FFt1aJbKUS3Y0tPHtZuGxHR4fr3kbsMYKSSYpIj8guceH9G08iXQ3LK6sYNHTEHl3tIs+n8LEqLquga+AAissqMta6TN30RBKnxJKIiIiIiCQl3ofuRFqaJKK/2diiW6uUDCje3a0tuhtbePaycIuWrm2bGDT8kN3rikxc7E50REkmaVKowl3i+tq/4M6X6JZhA0pL4ib/wustGbCMW84dz/77779HmUiR24vuJhcW3V0uVqIyfB5B+t0v410vmUrESuYEKaHop1iznlgyxswDjgRetNbekmoZEREREZFsCvJ9a11dHStXruSss87ixhtvzPr2+hrzKNzSJF39dX3r1Vpl2wauW7CUIcM7Wb/63T26sZVVDNvdoqVr4IBe6wknLiL/Nlq8pIn0Ft7PkSL3bzjZCL1bhkXu38jk36DI9YaOcbwEYaztrV/9bq9ucvG6y0UnKocMH7n7XMhEC6h410umErGSOUGazdBPsWY1sWSMOQ8ottZONsY8aowZY619L9kyIiIiIiLZFOT71ueee46uri4aGhqYMWMG7733HmPGjMnZ9iNbo7S3t7N1vZuOfuv6Nb1eS3ad4fWE1xHr920b11G8fefuhEHYtg2fuWXh1/p7TORvQ2Vivb6lrJRtG9Ylvr0U/yawfxuxfxM5fuH9vMf2YpTpb3t9nWOxnu+x/q0DUj6P+9tW9HrT3Y6kL5Hzwi/8FJ+xNnttOY0x9wGvWGtfMsZ8Cyi31j6WQpmZwMzQr8cCsds0upx3oTZOTbfuQd53fo49F7H5uf7ZEq5zIdY9LBt1D9L+DEqsRcAXGV5nCbArw+sMikKuOxRG/cuttZ605c/UfWuoXOS961jgnSyHfyCwEdgAVOLee9ZGlRkGhJsAlQHbshxTtoSvg3y8HvxQp2zF4Ie6ZUsidQtq/f0cd7qx+blu6Uqnbin9H852V7hBQDiNtg44JpUy1to5wBwAY0yLtbYm1sb6ei3fpVv3IO87P8eei9j8XP9sCde5EOselo26B2l/BiXWQj9OmVbIdQfVPwcyct8Kid+7Zkqoe9591tplxpipwDHW2juyuU2v5PM9gB/qlK0Y/FC3bEmkbkGtv5/jLuTPv/1Jp27GmJZU/i7b3whtBspDzwfH2V4iZUREREREsinI961+jUtERApAtv/pLAFODD0fD6xKsYyIiIiISDYF+b7Vr3GJiEgByHZXuIXAG8aYkcCZwLeMMbdYa2/so8zx/axzToqv5bt06x7kfefn2HMRm5/rny1zoh4LUTbqHqT9GZRYC/04ZVoh1x1U/2xbSObvWyE3x20hyccVVPl8D+CHOmUrBj/ULVsSqVtQ6+/nuAv5829/0qlbSn+b1cG7AYwxlcBpwOvW2s5Uy4iIiIiIZFOQ71v9GpeIiOS/rCeWREREREREREQkP2lgPxER8T1jzFBjzGnGmGFex5JrhVx3EREREfE/3yaWjDHzjDENxpgbEyjT0l/ZfGWMKTHGtBpj6kM/R/dTvs/9aoypMMa8bIxZZIz5nTGmNDuRp8cYM9wY80bE7/2eL1mOJ6Hth+L+c5rb2l33ZI9/0ETu11jnZsTrTcaYb3gdbzbFqX/Sxz6B94BKY8xLoffVhzNbi9SEune8AEwC/mCMqfL6mo8l+n0pTpmk4o5T97y95mOJfN/043HPtnD98/39Ph8kee9aMOdwouLtm+jlMX6vMMZ8bIz53BizMvT/0TfXS6rnRaLLshlXqFzce9dM1c1PxytejImUCf3eYoxZ1U+5B7y8b03juEV//srJcUvy3vWvKRy3mJ9//fZ+neI5GevzQ+Rx+6MxZkm62wWfJpaMMecBxdbaycChxpgx8coAdwEVwMXxyua5ccBvrbW1oZ8V8Qomsl+B7wD3WmunAp3AGVmJOg3GfdB6HBgU+j2RemUznmS2fzc90wGnsq1edSeJ4x800fsV+BG9z81v4d4DfgwMB/7qUai5En1tXkeSxz7Bc3U68KS1tgbY2xhTk8E6pGoccJW19lbg98ApeHjNxxLj2oxVJpX3qui6zyBPr/k+3A2Ue/1e76Hw/428fb/PB8ncuxbgOdyvePsmxvIrYpS7C1hprd0HMMAl+OR6SfW8SHRZNuOKEPPeNZN1wyfHq6+4EyhzBW4/fQYM7uMcngaMsNb+V67q00/ciR63WPc5WT9uydy7ArcBpcCV8crGWd8en3/99n6dxv+YWJ/txwG/Bc4FNuHeN1PebpgvE0tALbAg9HwRPdOnxipTCzwbKhOvbD47Hvi6MaY5lE3sa6a/WvrZr9baB6y1r4Z+rQL+nslgM6QLuBDYGPq9lv7Pl2xKaPvGmFOALbiLOlXRdU/m+AdNLb33a2vUuXkR7tp/BPgL7p9I3opxbe4i+WNfS//n6lpgrDFmH+BA4OO0As8Aa+1r1tpGY8wUXMud0/H2mo8l+tqMpZYk445R963k7zW/h6j3zVr8d9yzKqr++fx+nw9qSfzeta8yhaqW2Psmevk5McptA34VWrYBOAD/XC+1pHZeJLosm3H1d++ayDpilYm1zC/HK6yW5Ot2Du6+9ELc56dY5/B/A/cCq4wxZ2c25IRFxpPMcYt1n5OL45ZIvGuBscBU4AvcvWvCdYvz+TeR7eZSLSkctzh1Ox74OvBq6PdNaW4X8G9iaRDQHnq+DtcaIV6ZQcCqUJl4ZfPZW8Cp1tpJwADga32UTWS/AmCMmQxUWmsbMxVoplhrN1prN0QsSrheWdLv9kNNKv8N18okZTHqnszxD5qY+zV8buL+aRwDrATm45IheZ1cgl71f5Xkj30i18qbwMHAPwP/GyrnOWOMwd3QrAcs3l7ze4hxbcaS0ntVVN3/TP5e873EeN/0+r0+p2LUP5/f7/NBMveufZUpCMaYh01P95l63JdDsfZN9D7bJ0a5QUB76P/jQFwixC/XS6rnRaLLshZXAveumaybX45XWCp12wd4P3QvsJPY5/AxuCTIL4BJHt23pnTc4tzn5OK4JXPvOhHXg2FdH2Xjri/q86/f3q/T+h8TVbfwcQv3Shia5nYB/yaWNtPT5HIwseMMl9mMu5CL+iibz5ZbaztCz1uAvprpJbJfMcYMBe7HdbkIgoTq5fH2rwMesNZ+nuFtJ3P8g2aP/Rp1bm7GfTsxB/cPfBlwsgdx5kxU/VM59omcqzcDs6y1P8f9c74kraAzxDpXAMuBE/D2mk9VSu9VUXUfmcfXfLTo902v3+tzLbr++fx+nw+SuXftq0xBsNZeFtF9pha4j9j7Jnqf7YhRbjPuw879wEOhZX65XlI9LxJdls24+rt3zWTd/HK8wlKpW+S5WUzsc/gI4C1rbSfwG7y5b83ke1UujlvC9664BFM77t41qbrF+Pzrt/frlI9bjLpFH7e+hmlJeD94vYPiWUJPM6vxuBZJ8coswY23saqPsvnsCWPMeGNMMa4J5rI+yva7X0PfTjwDXG+tXZ3ZULMmkfPF6+2fClwR+lZugjFmboa2nczxD5ro/foxvc/NJbh+1IeGXh8IBOWcTVqMazOVY5/IuVoJHB1a73G41kGeMsZca4y5OPTrPsAdeHvNpyrp96oYdX8oj6/5aL3eN4FvEMzjnqro+r9cQMc+iJK5d+2rTKGKt2+ily+LUe5tYDZwPTAytMwv90epnheJLstmXP3du2aybn45XmGp1C3y3BxM7HO4iJ77qhq8uW/N5HtVLo5bwveuwFLgJNw+TrhucT7/+u39OqXjFqdu0cdtS5rbday1vvsBhuBOzHtxXTHGA7fEKfNrXN/qX4fKVngdf4731Vjct9grgFszsF8vx3W3qA/9XOh1HfuoT32ceuX0HEhkv8aKO0N1T/j4B+0nxn69BTe+TPjc/G6o3n/D9aduBkZ5HXcW90f0tXlzssc+wfeASbgxqzbjutsN9kHdw13/XgcewE3Y4Nk130+s9aHHI/v4v5Vw3DHqfnS+XvP97Vev3+t9UP+8fb/Ph58E318L9hxOYf9VhN5HfxG1/ATg06hy/4obd/Bj3Aek7/nlekn1vEh0WTbjiipfn+W6+eJ4pVm3AyJ+3xL+m6hy7wK/w/1Pb8CD+9Z036siz4VcHLcE4428d92Ea52TzDm5x+ffTF5vXh63OHXrddzI0L2rCf2B74RGnj8NeN265oJ9lVmG27lxy4qTyH4NIq/r5fX281V/+1X7PXn5ss+CWo+gxu0X2n/iZ0neu+ocjhJv30Qvj1XOz/s11fMi2/XMxLoyWTe/SaVuiZ7D2Y++b0F7r0omlkzWzU/7INF4shFzwvvLr4klERERERERERHxN7+OsSQiIiIiIiIiIj6nxJKIiIiIiIiIiKREiSUREREREREREUmJEksiIiIiIiKSl4wxv8zw+uozuT6RfKDEkoiIiIiIiOQla+2PvI5BJN+VeB2AiEghMcaUA88BQ4EPgHeAqcBbwDhr7enGmIHAfwAjgTbgEuAGoN5aW2+M+V5odaOB44C9gDXAt6y1u3JWGRERERGfCN1jPQMMAdYC51trdxlj6q21tRFlou/DSoEBwD+E/vYMYDPwn8Ag4H1r7SW5rY1IsKjFkohIbn0Zlyw6ETjMWnsbcDzQYK09PVTmUuAda+1JwHvAjD7W90ao3KfA2dkLW0RERMTXjgS6rbVTgMeAwTHKxLoPI/R8Ci7pdAqwP3A/cCow2hgzPNvBiwSZEksiIrnVDhwLvA78KrTsHWvtcxFljgSaQs8bgSOi1lEe8XxJ6HE5rgWTiIiISCFaCrxjjFkEnA58EaNMrPswgPmhx1ZcC6adwPeBJ3GtmyLvvUQkihJLIiK5dQbw79baydbaJ0PLNkeV+QuuFROhx78AO4CqiHWETQo9fgV4P/PhioiIiATCeOCP1tqpQCWua1u0WPdhAFuiytXhusJNi/GaiERRYklEJLf+DNxvjPkfY8z/NcaMjVFmLnCUMeZ1YAxuvKXngSuNMQ/hxg0ImxianWQf4IVsBi4iIiLiY6uAfzbG/AkYAbTEKJPIfRjAq8D1wP+Efh+V6WBF8omx1nodg4hIwTDGXIr79mtn6Odua219iuv6KaEBvTMVn4iIiEi+yuR9mIj0UGJJRERERERERERSoq5wIiIiIiIiIiKSEiWWREREREREREQkJUosiYiIiIiIiIhISpRYEhERERERERGRlCixJCIiIiIiIiIiKfn/ZQ4m+6sgrhoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画分布\n",
    "size: int = len(exchange_set)\n",
    "\n",
    "for name, cond in exchange_set.items():\n",
    "\n",
    "    is_netbuy_s: pd.Series = calc_netbuy(billboard_df[cond], hs300['amount'])\n",
    "    plot_distribution(is_netbuy_s, hs300['close'], 10, f'{name}信号分布情况')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 回测\n",
    "## 信号生成逻辑\n",
    "\n",
    "由图二:当龙虎榜机构席位出现大幅相对净流入的时候,市场后续可能还会再继续向上脉冲;正所谓物极必反,当龙虎榜机构席位出现大幅相对净流出的时候,往往出现超跌状态,市场未来或更偏向反弹;而当龙虎榜机构席位相对 净流入较少或者相对净流出较少的时候,市场未来往往会更偏向震荡或者下跌。因此后文将依赖该特征,去构建龙虎榜的机构择时模型。\n",
    "\n",
    "## 交易信号构造\n",
    "\n",
    "*无论是成交量模型,亦或是涨跌停模型,都使用了一类平滑性好滞后性低的均线HMA,因此本文使用的均线亦是基于HMA。而根据上文的统计结果,由于未来收益特征分布呈现出明显的V字型,因此择时模型的构造逻辑为做多两边做空中间*\n",
    "\n",
    "以全市场机构席位相对净流入强度指标IS_NetBuy_S为基础:\n",
    "\n",
    "- fast_line:使用HMA均线对IS_NetBuy_S进行平滑处理(以30为短期均线参数),结果记为IS_NetBuy_S_S;\n",
    "- slow_line:使用HMA均线对IS_NetBuy_S进行平滑处理(以100为短期均线参数),结果记为 IS_NetBuy_S_L;\n",
    "  \n",
    "**多头开/平仓规则**:\n",
    "\n",
    "1. 大幅相对净流入:IS_NetBuy_S_S>IS_NetBuy_S_L(短期均线大于长期均线)且短期均线IS_NetBuy_S_S > 0且长期均线IS_NetBuy_S_L>0做多\n",
    "2. 大幅相对净流出:IS_NetBuy_S_S<IS_NetBuy_S_L(短期均线小于长期均线) 且短期均线IS_NetBuy_S_S < 0且长期均线IS_NetBuy_S_L<0做多\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:59.749893Z",
     "start_time": "2022-06-30T02:59:59.734935Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "# 数据准备\n",
    "def prepare_bt_data(ohlc: pd.DataFrame,\n",
    "                    billboard: pd.DataFrame,\n",
    "                    exchange_set: Dict = None,\n",
    "                    fast_period: int = 30,\n",
    "                    slow_period: int = 100) -> pd.DataFrame:\n",
    "    \"\"\"准备回测用数据\n",
    "\n",
    "    Args:\n",
    "        ohlc (pd.DataFrame): index-date OHLC及amount\n",
    "        billboard (pd.DataFrfame): 龙虎榜数据\n",
    "        exchange_set (Dict, optional): 席位划分字典,None时全量. Defaults to None.\n",
    "        fast_period (int, optional): 短周期均线. Defaults to 30.\n",
    "        slow_period (int, optional): 长周期均线. Defaults to 100.\n",
    "\n",
    "    Returns:\n",
    "        pd.DataFrame\n",
    "    \"\"\"\n",
    "    if exchange_set is None:\n",
    "\n",
    "        is_netbuy_s: pd.Series = calc_netbuy(billboard, ohlc['amount'])\n",
    "\n",
    "    else:\n",
    "\n",
    "        is_netbuy_s: pd.Series = calc_netbuy(billboard[exchange_set],\n",
    "                                             ohlc['amount'])\n",
    "\n",
    "    # 计算HMA信号\n",
    "    is_netbuy_s_s: pd.Series = HMA(is_netbuy_s, fast_period)\n",
    "    is_netbuy_s_l: pd.Series = HMA(is_netbuy_s, slow_period)\n",
    "\n",
    "    is_netbuy_s_s.name = 'fast'\n",
    "    is_netbuy_s_l.name = 'slow'\n",
    "\n",
    "    bt_data: pd.DataFrame = pd.concat((ohlc, is_netbuy_s_s, is_netbuy_s_l),\n",
    "                                      axis=1)\n",
    "    return bt_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T03:00:00.568400Z",
     "start_time": "2022-06-30T02:59:59.751888Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-07-10,BUY EXECUTED,ref:1,Price:2163.3143,Size:41.00,Cost:88695.8867,Comm 0.0000,Stock:hs300\n",
      "2013-07-18,SELL EXECUTED,ref:2,Price:2272.7197,Size:-41.00,Cost:88695.8867,Comm 0.0000,Stock:hs300\n",
      "2013-07-24,BUY EXECUTED,ref:3,Price:2253.6013,Size:41.00,Cost:92397.6548,Comm 0.0000,Stock:hs300\n",
      "2013-08-08,SELL EXECUTED,ref:4,Price:2277.0253,Size:-41.00,Cost:92397.6548,Comm 0.0000,Stock:hs300\n",
      "2013-09-02,BUY EXECUTED,ref:5,Price:2320.1890,Size:41.00,Cost:95127.7488,Comm 0.0000,Stock:hs300\n",
      "2013-09-11,SELL EXECUTED,ref:6,Price:2483.5426,Size:-41.00,Cost:95127.7488,Comm 0.0000,Stock:hs300\n",
      "2013-10-14,BUY EXECUTED,ref:7,Price:2472.5142,Size:40.00,Cost:98900.5691,Comm 0.0000,Stock:hs300\n",
      "2013-10-24,SELL EXECUTED,ref:8,Price:2411.9938,Size:-40.00,Cost:98900.5691,Comm 0.0000,Stock:hs300\n",
      "2013-11-04,BUY EXECUTED,ref:9,Price:2397.4497,Size:41.00,Cost:98295.4386,Comm 0.0000,Stock:hs300\n",
      "2013-11-21,SELL EXECUTED,ref:10,Price:2412.2098,Size:-41.00,Cost:98295.4386,Comm 0.0000,Stock:hs300\n",
      "2013-12-19,BUY EXECUTED,ref:11,Price:2366.4416,Size:42.00,Cost:99390.5481,Comm 0.0000,Stock:hs300\n",
      "2014-01-07,SELL EXECUTED,ref:12,Price:2222.0838,Size:-42.00,Cost:99390.5481,Comm 0.0000,Stock:hs300\n",
      "2014-01-23,BUY EXECUTED,ref:13,Price:2242.4692,Size:41.00,Cost:91941.2382,Comm 0.0000,Stock:hs300\n",
      "2014-02-20,SELL EXECUTED,ref:14,Price:2313.8566,Size:-41.00,Cost:91941.2382,Comm 0.0000,Stock:hs300\n",
      "2014-03-21,BUY EXECUTED,ref:15,Price:2080.0790,Size:46.00,Cost:95683.6334,Comm 0.0000,Stock:hs300\n",
      "2014-04-09,SELL EXECUTED,ref:16,Price:2239.5670,Size:-46.00,Cost:95683.6334,Comm 0.0000,Stock:hs300\n",
      "2014-04-18,BUY EXECUTED,ref:17,Price:2216.1006,Size:46.00,Cost:101940.6270,Comm 0.0000,Stock:hs300\n",
      "2014-04-21,SELL EXECUTED,ref:18,Price:2209.7210,Size:-46.00,Cost:101940.6270,Comm 0.0000,Stock:hs300\n",
      "2014-04-22,BUY EXECUTED,ref:19,Price:2184.2354,Size:47.00,Cost:102659.0639,Comm 0.0000,Stock:hs300\n",
      "2014-04-23,SELL EXECUTED,ref:20,Price:2191.0119,Size:-47.00,Cost:102659.0639,Comm 0.0000,Stock:hs300\n",
      "2014-04-25,BUY EXECUTED,ref:21,Price:2196.0346,Size:47.00,Cost:103213.6253,Comm 0.0000,Stock:hs300\n",
      "2014-04-28,SELL EXECUTED,ref:22,Price:2165.5564,Size:-47.00,Cost:103213.6253,Comm 0.0000,Stock:hs300\n",
      "2014-04-29,BUY EXECUTED,ref:23,Price:2134.6264,Size:47.00,Cost:100327.4427,Comm 0.0000,Stock:hs300\n",
      "2014-06-11,SELL EXECUTED,ref:24,Price:2155.9354,Size:-47.00,Cost:100327.4427,Comm 0.0000,Stock:hs300\n",
      "2014-07-23,BUY EXECUTED,ref:25,Price:2191.6131,Size:46.00,Cost:100814.2044,Comm 0.0000,Stock:hs300\n",
      "2014-07-24,SELL EXECUTED,ref:26,Price:2199.8330,Size:-46.00,Cost:100814.2044,Comm 0.0000,Stock:hs300\n",
      "2014-08-07,BUY EXECUTED,ref:27,Price:2363.8444,Size:43.00,Cost:101645.3075,Comm 0.0000,Stock:hs300\n",
      "2014-09-05,SELL EXECUTED,ref:28,Price:2432.9307,Size:-43.00,Cost:101645.3075,Comm 0.0000,Stock:hs300\n",
      "2014-09-24,BUY EXECUTED,ref:29,Price:2391.6581,Size:44.00,Cost:105232.9582,Comm 0.0000,Stock:hs300\n",
      "2014-10-10,SELL EXECUTED,ref:30,Price:2471.8488,Size:-44.00,Cost:105232.9582,Comm 0.0000,Stock:hs300\n",
      "2014-11-26,BUY EXECUTED,ref:31,Price:2695.5325,Size:40.00,Cost:107821.3011,Comm 0.0000,Stock:hs300\n",
      "2014-11-27,SELL EXECUTED,ref:32,Price:2736.7563,Size:-40.00,Cost:107821.3011,Comm 0.0000,Stock:hs300\n",
      "2014-12-01,BUY EXECUTED,ref:33,Price:2825.8936,Size:39.00,Cost:110209.8489,Comm 0.0000,Stock:hs300\n",
      "2014-12-05,SELL EXECUTED,ref:34,Price:3143.6536,Size:-39.00,Cost:110209.8489,Comm 0.0000,Stock:hs300\n",
      "2014-12-10,BUY EXECUTED,ref:35,Price:3120.5240,Size:39.00,Cost:121700.4368,Comm 0.0000,Stock:hs300\n",
      "2014-12-17,SELL EXECUTED,ref:36,Price:3325.4874,Size:-39.00,Cost:121700.4368,Comm 0.0000,Stock:hs300\n",
      "2014-12-22,BUY EXECUTED,ref:37,Price:3396.5906,Size:38.00,Cost:129070.4438,Comm 0.0000,Stock:hs300\n",
      "2014-12-25,SELL EXECUTED,ref:38,Price:3254.1546,Size:-38.00,Cost:129070.4438,Comm 0.0000,Stock:hs300\n",
      "2014-12-29,BUY EXECUTED,ref:39,Price:3502.5332,Size:35.00,Cost:122588.6626,Comm 0.0000,Stock:hs300\n",
      "2015-01-14,SELL EXECUTED,ref:40,Price:3522.5547,Size:-35.00,Cost:122588.6626,Comm 0.0000,Stock:hs300\n",
      "2015-01-15,BUY EXECUTED,ref:41,Price:3502.0692,Size:35.00,Cost:122572.4210,Comm 0.0000,Stock:hs300\n",
      "2015-01-29,SELL EXECUTED,ref:42,Price:3474.5675,Size:-35.00,Cost:122572.4210,Comm 0.0000,Stock:hs300\n",
      "2015-02-12,BUY EXECUTED,ref:43,Price:3435.7045,Size:35.00,Cost:120249.6588,Comm 0.0000,Stock:hs300\n",
      "2015-03-03,SELL EXECUTED,ref:44,Price:3578.9571,Size:-35.00,Cost:120249.6588,Comm 0.0000,Stock:hs300\n",
      "2015-03-09,BUY EXECUTED,ref:45,Price:3450.0410,Size:36.00,Cost:124201.4749,Comm 0.0000,Stock:hs300\n",
      "2015-03-18,SELL EXECUTED,ref:46,Price:3768.7091,Size:-36.00,Cost:124201.4749,Comm 0.0000,Stock:hs300\n",
      "2015-04-21,BUY EXECUTED,ref:47,Price:4520.9130,Size:30.00,Cost:135627.3914,Comm 0.0000,Stock:hs300\n",
      "2015-04-29,SELL EXECUTED,ref:48,Price:4722.4307,Size:-30.00,Cost:135627.3914,Comm 0.0000,Stock:hs300\n",
      "2015-05-13,BUY EXECUTED,ref:49,Price:4747.1877,Size:30.00,Cost:142415.6301,Comm 0.0000,Stock:hs300\n",
      "2015-05-19,SELL EXECUTED,ref:50,Price:4577.6370,Size:-30.00,Cost:142415.6301,Comm 0.0000,Stock:hs300\n",
      "2015-06-04,BUY EXECUTED,ref:51,Price:5156.5276,Size:27.00,Cost:139226.2452,Comm 0.0000,Stock:hs300\n",
      "2015-06-05,SELL EXECUTED,ref:52,Price:5254.3795,Size:-27.00,Cost:139226.2452,Comm 0.0000,Stock:hs300\n",
      "2015-06-09,BUY EXECUTED,ref:53,Price:5380.0079,Size:26.00,Cost:139880.2066,Comm 0.0000,Stock:hs300\n",
      "2015-07-02,SELL EXECUTED,ref:54,Price:4287.3056,Size:-26.00,Cost:139880.2066,Comm 0.0000,Stock:hs300\n",
      "2015-08-03,BUY EXECUTED,ref:55,Price:3766.4485,Size:30.00,Cost:112993.4552,Comm 0.0000,Stock:hs300\n",
      "2015-08-20,SELL EXECUTED,ref:56,Price:3848.0186,Size:-30.00,Cost:112993.4552,Comm 0.0000,Stock:hs300\n",
      "2015-09-21,BUY EXECUTED,ref:57,Price:3222.9252,Size:36.00,Cost:116025.3058,Comm 0.0000,Stock:hs300\n",
      "2015-10-22,SELL EXECUTED,ref:58,Price:3452.8560,Size:-36.00,Cost:116025.3058,Comm 0.0000,Stock:hs300\n",
      "2015-10-27,BUY EXECUTED,ref:59,Price:3569.8055,Size:35.00,Cost:124943.1941,Comm 0.0000,Stock:hs300\n",
      "2015-11-09,SELL EXECUTED,ref:60,Price:3796.3792,Size:-35.00,Cost:124943.1941,Comm 0.0000,Stock:hs300\n",
      "2015-12-10,BUY EXECUTED,ref:61,Price:3634.7294,Size:36.00,Cost:130850.2597,Comm 0.0000,Stock:hs300\n",
      "2015-12-25,SELL EXECUTED,ref:62,Price:3831.7017,Size:-36.00,Cost:130850.2597,Comm 0.0000,Stock:hs300\n",
      "2016-02-18,BUY EXECUTED,ref:63,Price:3079.8352,Size:45.00,Cost:138592.5819,Comm 0.0000,Stock:hs300\n",
      "2016-03-03,SELL EXECUTED,ref:64,Price:3050.0836,Size:-45.00,Cost:138592.5819,Comm 0.0000,Stock:hs300\n",
      "2016-03-04,BUY EXECUTED,ref:65,Price:3047.8419,Size:45.00,Cost:137152.8834,Comm 0.0000,Stock:hs300\n",
      "2016-03-08,SELL EXECUTED,ref:66,Price:3099.8392,Size:-45.00,Cost:137152.8834,Comm 0.0000,Stock:hs300\n",
      "2016-03-16,BUY EXECUTED,ref:67,Price:3069.1733,Size:45.00,Cost:138112.7979,Comm 0.0000,Stock:hs300\n",
      "2016-03-23,SELL EXECUTED,ref:68,Price:3217.4070,Size:-45.00,Cost:138112.7979,Comm 0.0000,Stock:hs300\n",
      "2016-05-20,BUY EXECUTED,ref:69,Price:3048.0826,Size:47.00,Cost:143259.8812,Comm 0.0000,Stock:hs300\n",
      "2016-06-01,SELL EXECUTED,ref:70,Price:3172.6446,Size:-47.00,Cost:143259.8812,Comm 0.0000,Stock:hs300\n",
      "2016-06-20,BUY EXECUTED,ref:71,Price:3115.2179,Size:48.00,Cost:149530.4588,Comm 0.0000,Stock:hs300\n",
      "2016-07-01,SELL EXECUTED,ref:72,Price:3156.6163,Size:-48.00,Cost:149530.4588,Comm 0.0000,Stock:hs300\n",
      "2016-08-10,BUY EXECUTED,ref:73,Price:3255.5077,Size:47.00,Cost:153008.8628,Comm 0.0000,Stock:hs300\n",
      "2016-08-30,SELL EXECUTED,ref:74,Price:3309.9878,Size:-47.00,Cost:153008.8628,Comm 0.0000,Stock:hs300\n",
      "2016-09-27,BUY EXECUTED,ref:75,Price:3215.1919,Size:48.00,Cost:154329.2106,Comm 0.0000,Stock:hs300\n",
      "2016-10-31,SELL EXECUTED,ref:76,Price:3332.0728,Size:-48.00,Cost:154329.2106,Comm 0.0000,Stock:hs300\n",
      "2016-11-11,BUY EXECUTED,ref:77,Price:3388.2869,Size:47.00,Cost:159249.4841,Comm 0.0000,Stock:hs300\n",
      "2016-12-01,SELL EXECUTED,ref:78,Price:3543.6011,Size:-47.00,Cost:159249.4841,Comm 0.0000,Stock:hs300\n",
      "2016-12-30,BUY EXECUTED,ref:79,Price:3302.9296,Size:50.00,Cost:165146.4780,Comm 0.0000,Stock:hs300\n",
      "2017-01-12,SELL EXECUTED,ref:80,Price:3332.3524,Size:-50.00,Cost:165146.4780,Comm 0.0000,Stock:hs300\n",
      "2017-01-24,BUY EXECUTED,ref:81,Price:3363.4737,Size:50.00,Cost:168173.6857,Comm 0.0000,Stock:hs300\n",
      "2017-02-16,SELL EXECUTED,ref:82,Price:3421.4877,Size:-50.00,Cost:168173.6857,Comm 0.0000,Stock:hs300\n",
      "2017-03-29,BUY EXECUTED,ref:83,Price:3473.3138,Size:49.00,Cost:170192.3760,Comm 0.0000,Stock:hs300\n",
      "2017-04-28,SELL EXECUTED,ref:84,Price:3439.2295,Size:-49.00,Cost:170192.3760,Comm 0.0000,Stock:hs300\n",
      "2017-06-28,BUY EXECUTED,ref:85,Price:3664.5293,Size:46.00,Cost:168568.3485,Comm 0.0000,Stock:hs300\n",
      "2017-09-05,SELL EXECUTED,ref:86,Price:3845.1605,Size:-46.00,Cost:168568.3485,Comm 0.0000,Stock:hs300\n",
      "2017-09-19,BUY EXECUTED,ref:87,Price:3850.2644,Size:46.00,Cost:177112.1618,Comm 0.0000,Stock:hs300\n",
      "2017-10-18,SELL EXECUTED,ref:88,Price:3914.8152,Size:-46.00,Cost:177112.1618,Comm 0.0000,Stock:hs300\n",
      "2017-11-14,BUY EXECUTED,ref:89,Price:4129.6865,Size:43.00,Cost:177576.5207,Comm 0.0000,Stock:hs300\n",
      "2017-12-15,SELL EXECUTED,ref:90,Price:4018.3294,Size:-43.00,Cost:177576.5207,Comm 0.0000,Stock:hs300\n",
      "2018-01-15,BUY EXECUTED,ref:91,Price:4230.2587,Size:41.00,Cost:173440.6060,Comm 0.0000,Stock:hs300\n",
      "2018-02-02,SELL EXECUTED,ref:92,Price:4213.5172,Size:-41.00,Cost:173440.6060,Comm 0.0000,Stock:hs300\n",
      "2018-03-02,BUY EXECUTED,ref:93,Price:4015.3525,Size:43.00,Cost:172660.1573,Comm 0.0000,Stock:hs300\n",
      "2018-03-20,SELL EXECUTED,ref:94,Price:4045.3382,Size:-43.00,Cost:172660.1573,Comm 0.0000,Stock:hs300\n",
      "2018-04-10,BUY EXECUTED,ref:95,Price:3861.1086,Size:45.00,Cost:173749.8858,Comm 0.0000,Stock:hs300\n",
      "2018-05-08,SELL EXECUTED,ref:96,Price:3834.2306,Size:-45.00,Cost:173749.8858,Comm 0.0000,Stock:hs300\n",
      "2018-05-29,BUY EXECUTED,ref:97,Price:3824.5733,Size:45.00,Cost:172105.7994,Comm 0.0000,Stock:hs300\n",
      "2018-06-11,SELL EXECUTED,ref:98,Price:3769.8310,Size:-45.00,Cost:172105.7994,Comm 0.0000,Stock:hs300\n",
      "2018-06-14,BUY EXECUTED,ref:99,Price:3775.0171,Size:45.00,Cost:169875.7679,Comm 0.0000,Stock:hs300\n",
      "2018-06-25,SELL EXECUTED,ref:100,Price:3625.4358,Size:-45.00,Cost:169875.7679,Comm 0.0000,Stock:hs300\n",
      "2018-06-28,BUY EXECUTED,ref:101,Price:3435.2876,Size:48.00,Cost:164893.8045,Comm 0.0000,Stock:hs300\n",
      "2018-07-18,SELL EXECUTED,ref:102,Price:3456.2608,Size:-48.00,Cost:164893.8045,Comm 0.0000,Stock:hs300\n",
      "2018-07-24,BUY EXECUTED,ref:103,Price:3531.0172,Size:47.00,Cost:165957.8068,Comm 0.0000,Stock:hs300\n",
      "2018-08-08,SELL EXECUTED,ref:104,Price:3361.8123,Size:-47.00,Cost:165957.8068,Comm 0.0000,Stock:hs300\n",
      "2018-09-03,BUY EXECUTED,ref:105,Price:3321.0219,Size:48.00,Cost:159409.0497,Comm 0.0000,Stock:hs300\n",
      "2018-09-27,SELL EXECUTED,ref:106,Price:3415.6116,Size:-48.00,Cost:159409.0497,Comm 0.0000,Stock:hs300\n",
      "2018-10-25,BUY EXECUTED,ref:107,Price:3108.1510,Size:51.00,Cost:158515.7002,Comm 0.0000,Stock:hs300\n",
      "2018-11-06,SELL EXECUTED,ref:108,Price:3254.6523,Size:-51.00,Cost:158515.7002,Comm 0.0000,Stock:hs300\n",
      "2018-12-03,BUY EXECUTED,ref:109,Price:3261.0123,Size:53.00,Cost:172833.6502,Comm 0.0000,Stock:hs300\n",
      "2018-12-25,SELL EXECUTED,ref:110,Price:3006.5780,Size:-53.00,Cost:172833.6502,Comm 0.0000,Stock:hs300\n",
      "2019-01-09,BUY EXECUTED,ref:111,Price:3065.5372,Size:52.00,Cost:159407.9356,Comm 0.0000,Stock:hs300\n",
      "2019-01-17,SELL EXECUTED,ref:112,Price:3132.3152,Size:-52.00,Cost:159407.9356,Comm 0.0000,Stock:hs300\n",
      "2019-02-18,BUY EXECUTED,ref:113,Price:3366.7596,Size:48.00,Cost:161604.4628,Comm 0.0000,Stock:hs300\n",
      "2019-04-04,SELL EXECUTED,ref:114,Price:4039.3375,Size:-48.00,Cost:161604.4628,Comm 0.0000,Stock:hs300\n",
      "2019-04-11,BUY EXECUTED,ref:115,Price:4083.8701,Size:46.00,Cost:187858.0267,Comm 0.0000,Stock:hs300\n",
      "2019-04-24,SELL EXECUTED,ref:116,Price:4033.2258,Size:-46.00,Cost:187858.0267,Comm 0.0000,Stock:hs300\n",
      "2019-05-15,BUY EXECUTED,ref:117,Price:3675.3606,Size:51.00,Cost:187443.3906,Comm 0.0000,Stock:hs300\n",
      "2019-05-27,SELL EXECUTED,ref:118,Price:3592.2434,Size:-51.00,Cost:187443.3906,Comm 0.0000,Stock:hs300\n",
      "2019-06-19,BUY EXECUTED,ref:119,Price:3761.7142,Size:50.00,Cost:188085.7117,Comm 0.0000,Stock:hs300\n",
      "2019-07-09,SELL EXECUTED,ref:120,Price:3797.7156,Size:-50.00,Cost:188085.7117,Comm 0.0000,Stock:hs300\n",
      "2019-07-23,BUY EXECUTED,ref:121,Price:3783.9195,Size:49.00,Cost:185412.0533,Comm 0.0000,Stock:hs300\n",
      "2019-08-07,SELL EXECUTED,ref:122,Price:3654.2668,Size:-49.00,Cost:185412.0533,Comm 0.0000,Stock:hs300\n",
      "2019-09-20,BUY EXECUTED,ref:123,Price:3933.8527,Size:46.00,Cost:180957.2263,Comm 0.0000,Stock:hs300\n",
      "2019-10-10,SELL EXECUTED,ref:124,Price:3838.1027,Size:-46.00,Cost:180957.2263,Comm 0.0000,Stock:hs300\n",
      "2019-10-11,BUY EXECUTED,ref:125,Price:3885.9084,Size:45.00,Cost:174865.8758,Comm 0.0000,Stock:hs300\n",
      "2019-10-29,SELL EXECUTED,ref:126,Price:3929.3147,Size:-45.00,Cost:174865.8758,Comm 0.0000,Stock:hs300\n",
      "2019-10-30,BUY EXECUTED,ref:127,Price:3905.1077,Size:45.00,Cost:175729.8452,Comm 0.0000,Stock:hs300\n",
      "2019-11-07,SELL EXECUTED,ref:128,Price:3984.1544,Size:-45.00,Cost:175729.8452,Comm 0.0000,Stock:hs300\n",
      "2019-11-19,BUY EXECUTED,ref:129,Price:3904.4900,Size:46.00,Cost:179606.5405,Comm 0.0000,Stock:hs300\n",
      "2019-11-28,SELL EXECUTED,ref:130,Price:3877.5134,Size:-46.00,Cost:179606.5405,Comm 0.0000,Stock:hs300\n",
      "2019-12-03,BUY EXECUTED,ref:131,Price:3829.5949,Size:47.00,Cost:179990.9613,Comm 0.0000,Stock:hs300\n",
      "2019-12-12,SELL EXECUTED,ref:132,Price:3908.0629,Size:-47.00,Cost:179990.9613,Comm 0.0000,Stock:hs300\n",
      "2019-12-27,BUY EXECUTED,ref:133,Price:4029.6483,Size:45.00,Cost:181334.1746,Comm 0.0000,Stock:hs300\n",
      "2020-01-21,SELL EXECUTED,ref:134,Price:4164.6038,Size:-45.00,Cost:181334.1746,Comm 0.0000,Stock:hs300\n",
      "2020-02-20,BUY EXECUTED,ref:135,Price:4063.3031,Size:46.00,Cost:186911.9421,Comm 0.0000,Stock:hs300\n",
      "2020-03-06,SELL EXECUTED,ref:136,Price:4157.7863,Size:-46.00,Cost:186911.9421,Comm 0.0000,Stock:hs300\n",
      "2020-03-30,BUY EXECUTED,ref:137,Price:3657.8281,Size:52.00,Cost:190207.0636,Comm 0.0000,Stock:hs300\n",
      "2020-03-31,SELL EXECUTED,ref:138,Price:3707.7696,Size:-52.00,Cost:190207.0636,Comm 0.0000,Stock:hs300\n",
      "2020-04-07,BUY EXECUTED,ref:139,Price:3780.2856,Size:52.00,Cost:196574.8507,Comm 0.0000,Stock:hs300\n",
      "2020-04-10,SELL EXECUTED,ref:140,Price:3794.4634,Size:-52.00,Cost:196574.8507,Comm 0.0000,Stock:hs300\n",
      "2020-04-16,BUY EXECUTED,ref:141,Price:3778.1764,Size:51.00,Cost:192686.9954,Comm 0.0000,Stock:hs300\n",
      "2020-04-27,SELL EXECUTED,ref:142,Price:3807.6363,Size:-51.00,Cost:192686.9954,Comm 0.0000,Stock:hs300\n",
      "2020-05-25,BUY EXECUTED,ref:143,Price:3828.7034,Size:51.00,Cost:195263.8750,Comm 0.0000,Stock:hs300\n",
      "2020-05-27,SELL EXECUTED,ref:144,Price:3873.3110,Size:-51.00,Cost:195263.8750,Comm 0.0000,Stock:hs300\n",
      "2020-06-01,BUY EXECUTED,ref:145,Price:3902.1165,Size:51.00,Cost:199007.9401,Comm 0.0000,Stock:hs300\n",
      "2020-07-09,SELL EXECUTED,ref:146,Price:4769.5999,Size:-51.00,Cost:199007.9401,Comm 0.0000,Stock:hs300\n",
      "2020-08-07,BUY EXECUTED,ref:147,Price:4742.7681,Size:50.00,Cost:237138.4065,Comm 0.0000,Stock:hs300\n",
      "2020-08-20,SELL EXECUTED,ref:148,Price:4707.6545,Size:-50.00,Cost:237138.4065,Comm 0.0000,Stock:hs300\n",
      "2020-09-24,BUY EXECUTED,ref:149,Price:4624.4159,Size:51.00,Cost:235845.2107,Comm 0.0000,Stock:hs300\n",
      "2020-10-22,SELL EXECUTED,ref:150,Price:4780.1173,Size:-51.00,Cost:235845.2107,Comm 0.0000,Stock:hs300\n",
      "2020-10-29,BUY EXECUTED,ref:151,Price:4684.0754,Size:51.00,Cost:238887.8434,Comm 0.0000,Stock:hs300\n",
      "2020-11-16,SELL EXECUTED,ref:152,Price:4880.4699,Size:-51.00,Cost:238887.8434,Comm 0.0000,Stock:hs300\n",
      "2020-11-24,BUY EXECUTED,ref:153,Price:4997.5482,Size:50.00,Cost:249877.4102,Comm 0.0000,Stock:hs300\n",
      "2020-12-07,SELL EXECUTED,ref:154,Price:5065.2219,Size:-50.00,Cost:249877.4102,Comm 0.0000,Stock:hs300\n",
      "2020-12-21,BUY EXECUTED,ref:155,Price:4996.2618,Size:51.00,Cost:254809.3506,Comm 0.0000,Stock:hs300\n",
      "2021-01-06,SELL EXECUTED,ref:156,Price:5385.9757,Size:-51.00,Cost:254809.3506,Comm 0.0000,Stock:hs300\n",
      "2021-02-05,BUY EXECUTED,ref:157,Price:5495.2506,Size:50.00,Cost:274762.5285,Comm 0.0000,Stock:hs300\n",
      "2021-03-04,SELL EXECUTED,ref:158,Price:5387.9397,Size:-50.00,Cost:274762.5285,Comm 0.0000,Stock:hs300\n",
      "2021-03-05,BUY EXECUTED,ref:159,Price:5192.4891,Size:51.00,Cost:264816.9439,Comm 0.0000,Stock:hs300\n",
      "2021-03-23,SELL EXECUTED,ref:160,Price:5056.5575,Size:-51.00,Cost:264816.9439,Comm 0.0000,Stock:hs300\n",
      "2021-05-12,BUY EXECUTED,ref:161,Price:5004.3175,Size:52.00,Cost:260224.5090,Comm 0.0000,Stock:hs300\n",
      "2021-05-26,SELL EXECUTED,ref:162,Price:5325.5843,Size:-52.00,Cost:260224.5090,Comm 0.0000,Stock:hs300\n",
      "2021-06-29,BUY EXECUTED,ref:163,Price:5248.5249,Size:53.00,Cost:278171.8197,Comm 0.0000,Stock:hs300\n",
      "2021-08-05,SELL EXECUTED,ref:164,Price:4945.6722,Size:-53.00,Cost:278171.8197,Comm 0.0000,Stock:hs300\n",
      "2021-09-02,BUY EXECUTED,ref:165,Price:4866.3084,Size:54.00,Cost:262780.6526,Comm 0.0000,Stock:hs300\n",
      "2021-10-12,SELL EXECUTED,ref:166,Price:4920.1675,Size:-54.00,Cost:262780.6526,Comm 0.0000,Stock:hs300\n",
      "2021-10-20,BUY EXECUTED,ref:167,Price:4927.2654,Size:54.00,Cost:266072.3304,Comm 0.0000,Stock:hs300\n",
      "2021-10-29,SELL EXECUTED,ref:168,Price:4860.7806,Size:-54.00,Cost:266072.3304,Comm 0.0000,Stock:hs300\n",
      "2021-11-02,BUY EXECUTED,ref:169,Price:4886.6735,Size:54.00,Cost:263880.3700,Comm 0.0000,Stock:hs300\n",
      "2021-12-08,SELL EXECUTED,ref:170,Price:4933.9122,Size:-54.00,Cost:263880.3700,Comm 0.0000,Stock:hs300\n",
      "2022-01-07,BUY EXECUTED,ref:171,Price:4824.8005,Size:55.00,Cost:265364.0292,Comm 0.0000,Stock:hs300\n",
      "2022-01-17,SELL EXECUTED,ref:172,Price:4728.2866,Size:-55.00,Cost:265364.0292,Comm 0.0000,Stock:hs300\n",
      "2022-01-27,BUY EXECUTED,ref:173,Price:4708.4364,Size:55.00,Cost:258964.0020,Comm 0.0000,Stock:hs300\n",
      "2022-02-24,SELL EXECUTED,ref:174,Price:4591.6098,Size:-55.00,Cost:258964.0020,Comm 0.0000,Stock:hs300\n",
      "2022-05-18,BUY EXECUTED,ref:175,Price:4015.4149,Size:63.00,Cost:252971.1388,Comm 0.0000,Stock:hs300\n",
      "2022-06-10,SELL EXECUTED,ref:176,Price:4145.2359,Size:-63.00,Cost:252971.1388,Comm 0.0000,Stock:hs300\n",
      "2022-06-16,BUY EXECUTED,ref:177,Price:4282.5109,Size:61.00,Cost:261233.1654,Comm 0.0000,Stock:hs300\n",
      "2022-07-06,SELL EXECUTED,ref:178,Price:4475.0340,Size:-61.00,Cost:261233.1654,Comm 0.0000,Stock:hs300\n"
     ]
    }
   ],
   "source": [
    "# 获取数据\n",
    "bt_data:pd.DataFrame = prepare_bt_data(hs300,billboard_df,exchange_set['机构席位'],30,100)\n",
    "\n",
    "# 回测\n",
    "bt_result = get_backtesting(bt_data, 'hs300', netbuy_cross)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
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     "start_time": "2022-06-30T03:00:00.569398Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
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       "model_id": "65679c7030f6407ab4f4cc904a45742c",
       "version_major": 2,
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       "VBox(children=(FigureWidget({\n",
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   ],
   "source": [
    "analysis_rets(bt_data['close'], bt_result.result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T03:00:02.038592Z",
     "start_time": "2022-06-30T03:00:01.837485Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aa6732156b4f4d95bc34899ca28af6ce",
       "version_major": 2,
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     "metadata": {},
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    }
   ],
   "source": [
    "analysis_trade(bt_data['close'],bt_result.result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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